{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "71c18af4",
   "metadata": {},
   "source": [
    "### 本周内容\n",
    "#### 猎聘完整实践"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "cbccc5d5",
   "metadata": {},
   "outputs": [],
   "source": [
    "#1.准备工作\n",
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "50f8c856",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 19,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': 'inited_user=1eac4fdc4364254a3090173a8849aa09; __gc_id=ff071ec8b88d4c24923782c06bc8f607; __uuid=1680244843432.64; XSRF-TOKEN=3Jpx-ozJS_m94ND4C5OcNg; __tlog=1682058867871.44%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=276077c816820588674717880e0a593b70b0763c29d0b885af7e081e8b5862; UniqueKey=f40a2d20d00655b2a9dba665e9526a14; liepin_login_valid=0; lt_auth=vOwDPHMEnVr94XnQ3zML5v4Yj4j%2BWD3N9Hhb0x4E0tDpXvCz4P%2FmQA%2BFqrMG%2FioIq0txcKozMLb2N%2Bj7wHNJ40cb%2BlGkkIC0uuW52WECTuFcN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; need_bind_tel=false; new_user=true; c_flag=0027dce4225d04b60c3a6143f5df842b; user_photo=5f8fa3b979c7cc70efbf445908u.png; user_name=%E8%A2%81%E5%AD%90%E8%8C%B5; inited_user=1eac4fdc4364254a3090173a8849aa09; imClientId=1514d04033c003deabebf7479e8a40ba; imId=1514d04033c003de27e78d33493f79c7; imClientId_0=1514d04033c003deabebf7479e8a40ba; imId_0=1514d04033c003de27e78d33493f79c7; imApp_0=1; fe_im_socketSequence_new_0=2_2_2; __session_seq=10; __uv_seq=10; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_f40a2d20d00655b2a9dba665e9526a14%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/112.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': '6afce81c-2d5d-4fd0-97b8-afc49cf23863',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': '3Jpx-ozJS_m94ND4C5OcNg'\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac42a874",
   "metadata": {},
   "source": [
    "#### 获取单页数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "3677c875",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245288093%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': [], 'title': '医药产品经理', 'jobId': '45288093', 'salary': '15-20k', 'dq': '广州-天河区', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=0', 'refreshTime': '20230413192613', 'topJob': False, 'link': 'https://www.liepin.com/a/45288093.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '王女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '63fc55f5f6f3654cff90476303u.png', 'recruiterId': 'c9500f617e8709c5358439b263a1b094', 'imId': '0950661f126a6a1ce77954e2c72cabb6', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"45288093\",\"recruiterName\":\"王女士\",\"jobKind\":\"1\",\"userId\":\"c9500f617e8709c5358439b263a1b094\",\"recruiterPhoto\":\"63fc55f5f6f3654cff90476303u.png\",\"imId\":\"0950661f126a6a1ce77954e2c72cabb6\",\"imUserType\":\"2\"}', 'comp': {'compScale': '50-99人', 'compIndustry': '医药流通', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某北京医药流通公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2256161375%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': [], 'title': '产品经理-肿瘤', 'jobId': '56161375', 'salary': '20-35k', 'dq': '广州-荔湾区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=1', 'refreshTime': '20230216103639', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1956161375.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '孟女士', 'recruiterTitle': '', 'chatted': False, 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg', 'recruiterId': 'b1f35a95cd2f090b1c1c01adbf9e90f1', 'imId': 'fdb297e5cdef0dd5613348042573671f', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"56161375\",\"recruiterName\":\"孟女士\",\"jobKind\":\"2\",\"userId\":\"b1f35a95cd2f090b1c1c01adbf9e90f1\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"imId\":\"fdb297e5cdef0dd5613348042573671f\",\"imUserType\":\"2\"}', 'comp': {'compScale': '500-999人', 'compIndustry': '制药', 'compLogo': '5bfea0c574719d2aa34c074f03a.png', 'compId': 9510141, 'compName': '李氏大药厂(香港)有限公司', 'link': 'https://www.liepin.com/company/9510141/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2244235539%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['数据分析'], 'title': '潮玩盲盒产品经理', 'jobId': '44235539', 'salary': '10-15k', 'dq': '广州-海珠区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=2', 'refreshTime': '20230307150921', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1944235539.shtml', 'advViewFlag': False, 'requireEduLevel': '大专', 'requireWorkYears': '一年以下'}, 'recruiter': {'recruiterName': '朱女士', 'recruiterTitle': '人资经理', 'chatted': False, 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg', 'recruiterId': 'cf01d8d7485481826ff0cb47906cd0c3', 'imId': 'e92823ee8be379166e8893c9219f7e03', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"44235539\",\"recruiterName\":\"朱女士\",\"jobKind\":\"2\",\"userId\":\"cf01d8d7485481826ff0cb47906cd0c3\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"imId\":\"e92823ee8be379166e8893c9219f7e03\",\"imUserType\":\"2\"}', 'comp': {'compScale': '50-99人', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compId': 12846035, 'compName': '北京妙趣盒生文化传播有限公司', 'link': 'https://www.liepin.com/company/12846035/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2252471955%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['社交产品', '工具产品', '平台产品', '社交网络', '产品设计', '流程设计', '产品规划', '团队管理'], 'title': '产品经理', 'jobId': '52471955', 'salary': '10-15k', 'dq': '广州-海珠区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=3&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=3', 'refreshTime': '20230411141336', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1952471955.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '1-3年'}, 'recruiter': {'recruiterName': '陈女士', 'recruiterTitle': '招聘专员', 'chatted': False, 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg', 'recruiterId': '37d22e9e32bcd9386756075cb8790a78', 'imId': '3856590f4c95362ab8186adbf6c31dd6', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"52471955\",\"recruiterName\":\"陈女士\",\"jobKind\":\"2\",\"userId\":\"37d22e9e32bcd9386756075cb8790a78\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\",\"imId\":\"3856590f4c95362ab8186adbf6c31dd6\",\"imUserType\":\"2\"}', 'comp': {'compScale': '1000-2000人', 'compIndustry': '工艺品', 'compLogo': '61a5bb22f96ca95918aa2e9206u.png', 'compId': 13001749, 'compName': '广东森宝文化实业有限公司', 'link': 'https://www.liepin.com/company/13001749/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2244884553%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': [], 'title': '电商产品经理', 'jobId': '44884553', 'salary': '25-35k', 'dq': '广州', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=4&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=4', 'refreshTime': '20230330145539', 'topJob': False, 'link': 'https://www.liepin.com/a/44884553.shtml', 'advViewFlag': False, 'requireEduLevel': '本科及以上', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '汪女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '6239435dbf25ff5ff20a8e5605u.jpg', 'recruiterId': 'a44defc4937cd01db202bbcbb63c7c75', 'imId': 'd4d255439c55db2fe7b184a1ccff1ea4', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"44884553\",\"recruiterName\":\"汪女士\",\"jobKind\":\"1\",\"userId\":\"a44defc4937cd01db202bbcbb63c7c75\",\"recruiterPhoto\":\"6239435dbf25ff5ff20a8e5605u.jpg\",\"imId\":\"d4d255439c55db2fe7b184a1ccff1ea4\",\"imUserType\":\"2\"}', 'comp': {'compScale': '2000-5000人', 'compIndustry': '食品/饮料/酒水', 'compStage': '已上市', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某国内制药上市公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2244607657%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': [], 'title': '品质PM', 'jobId': '44607657', 'salary': '12-20k·13薪', 'dq': '广州', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=5&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=5', 'refreshTime': '20230321164901', 'topJob': False, 'link': 'https://www.liepin.com/a/44607657.shtml', 'advViewFlag': False, 'requireEduLevel': '大专及以上', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '黄女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '60f7762017b23e15ed84a9a008u.jpg', 'recruiterId': 'f47151fb4aacbf16827690e5f559968d', 'imId': 'f1babf1239ec0f75a8576116ff288909', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"44607657\",\"recruiterName\":\"黄女士\",\"jobKind\":\"1\",\"userId\":\"f47151fb4aacbf16827690e5f559968d\",\"recruiterPhoto\":\"60f7762017b23e15ed84a9a008u.jpg\",\"imId\":\"f1babf1239ec0f75a8576116ff288909\",\"imUserType\":\"2\"}', 'comp': {'compScale': '1-49人', 'compIndustry': '贸易/进出口', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某贸易进出口公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2257515707%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': [], 'title': '广花融资担保公司（筹）产品经理', 'jobId': '57515707', 'salary': '10-20k', 'dq': '广州-花都区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=6&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=6', 'refreshTime': '20230418091105', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1957515707.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '1-3年'}, 'recruiter': {'recruiterName': '齐女士', 'recruiterTitle': '人力资源经理/主管', 'chatted': False, 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg', 'recruiterId': '9224e21535a0770f9d45710a02ad2182', 'imId': '2e2678cb5cd647bb7ea58b95d93937d7', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"57515707\",\"recruiterName\":\"齐女士\",\"jobKind\":\"2\",\"userId\":\"9224e21535a0770f9d45710a02ad2182\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"imId\":\"2e2678cb5cd647bb7ea58b95d93937d7\",\"imUserType\":\"2\"}', 'comp': {'compScale': '50-99人', 'compIndustry': '其他商务服务业', 'compStage': '融资未公开', 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compId': 13183547, 'compName': '广州智都投资控股集团有限公司', 'link': 'https://www.liepin.com/company/13183547/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2244794295%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['供应链产品', '采购', '物流快递', '产品设计'], 'title': 'B端供应链产品经理', 'jobId': '44794295', 'salary': '20-35k·14薪', 'dq': '广州-番禺区', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=7&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=7', 'refreshTime': '20230328105859', 'topJob': False, 'link': 'https://www.liepin.com/a/44794295.shtml', 'advViewFlag': False, 'requireEduLevel': '学历不限', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '邬女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '6144210d021e5332beb3eaa601u.png', 'recruiterId': 'f06046ca920834767d2ca7799c8d3e58', 'imId': 'f3e9109e8225cee10e33f8ac54fbf39e', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"44794295\",\"recruiterName\":\"邬女士\",\"jobKind\":\"1\",\"userId\":\"f06046ca920834767d2ca7799c8d3e58\",\"recruiterPhoto\":\"6144210d021e5332beb3eaa601u.png\",\"imId\":\"f3e9109e8225cee10e33f8ac54fbf39e\",\"imUserType\":\"2\"}', 'comp': {'compScale': '100-499人', 'compIndustry': '互联网', 'compStage': '不需要融资', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某广州互联网公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2244810969%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['商业产品', 'IT互联网', '团队管理', '用户研究', '产品设计', '产品规划'], 'title': '高级产品经理', 'jobId': '44810969', 'salary': '20-25k·15薪', 'dq': '广州-越秀区', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=8&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=8', 'refreshTime': '20230421110556', 'topJob': False, 'link': 'https://www.liepin.com/a/44810969.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '陈先生', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '6100ba7999bae10d052ceaa608u.png', 'recruiterId': '8674b61a5d3a243db7d203dbacf6355b', 'imId': '09769b50912e55a1be3900059d28d9fd', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"44810969\",\"recruiterName\":\"陈先生\",\"jobKind\":\"1\",\"userId\":\"8674b61a5d3a243db7d203dbacf6355b\",\"recruiterPhoto\":\"6100ba7999bae10d052ceaa608u.png\",\"imId\":\"09769b50912e55a1be3900059d28d9fd\",\"imUserType\":\"2\"}', 'comp': {'compScale': '100-499人', 'compIndustry': '内容(音视频/阅读)', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '运营商全资子公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2256142583%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['跨境电商', 'to C', 'ERP系统', '数据分析', '供应链产品'], 'title': '产品经理', 'jobId': '56142583', 'salary': '20-30k', 'dq': '广州-越秀区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=9&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=9', 'refreshTime': '20230421102138', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1956142583.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '1-3年'}, 'recruiter': {'recruiterName': '王女士', 'recruiterTitle': '人事专员', 'chatted': False, 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg', 'recruiterId': 'e36552938188a1aad74c93eafadb8eb7', 'imId': 'ae28de7e05e365ec4905a3841e4dc3ea', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"56142583\",\"recruiterName\":\"王女士\",\"jobKind\":\"2\",\"userId\":\"e36552938188a1aad74c93eafadb8eb7\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"imId\":\"ae28de7e05e365ec4905a3841e4dc3ea\",\"imUserType\":\"2\"}', 'comp': {'compScale': '500-999人', 'compIndustry': '电子商务', 'compLogo': '634f899ab0584d35822417cb06u.png', 'compId': 13297665, 'compName': '文峰荟(广州)企业管理有限公司', 'link': 'https://www.liepin.com/company/13297665/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2243863229%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['架构设计'], 'title': '产品经理（支付）(J11223)', 'jobId': '43863229', 'salary': '16-35k', 'dq': '广州-海珠区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=10&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=10', 'refreshTime': '20211125104506', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1943863229.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '庄女士', 'recruiterTitle': '储备项目经理', 'chatted': False, 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg', 'recruiterId': '0edff9f2bed18e31910319d799c6f231', 'imId': '1ff91052738743e19809d03804875792', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"43863229\",\"recruiterName\":\"庄女士\",\"jobKind\":\"2\",\"userId\":\"0edff9f2bed18e31910319d799c6f231\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"imId\":\"1ff91052738743e19809d03804875792\",\"imUserType\":\"2\"}', 'comp': {'compScale': '2000-5000人', 'compIndustry': '电子商务', 'compStage': 'D轮', 'compLogo': '60096cb986ddfd21f7c973d408u.png', 'compId': 8448877, 'compName': '致景科技', 'link': 'https://www.liepin.com/company/8448877/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2244949997%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['AI', 'AI产品', '机器学习', '推荐算法', 'AI人工智能产品', '回归算法', 'e2e ', 'AI产品方案'], 'title': 'AI应用产品经理', 'jobId': '44949997', 'salary': '16-22k·15薪', 'dq': '广州-白云区', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=11&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=11', 'refreshTime': '20230403105432', 'topJob': False, 'link': 'https://www.liepin.com/a/44949997.shtml', 'advViewFlag': False, 'requireEduLevel': '本科及以上', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '李女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '612f3bce95c03625d0aa7d1a04u.jpg', 'recruiterId': '52229be8ed4151f64b65e1f549214846', 'imId': '47c7281c664c4cfbdfb6df235db455f2', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"44949997\",\"recruiterName\":\"李女士\",\"jobKind\":\"1\",\"userId\":\"52229be8ed4151f64b65e1f549214846\",\"recruiterPhoto\":\"612f3bce95c03625d0aa7d1a04u.jpg\",\"imId\":\"47c7281c664c4cfbdfb6df235db455f2\",\"imUserType\":\"2\"}', 'comp': {'compScale': '2000-5000人', 'compIndustry': '食品/饮料/酒水', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某国内大型食品/饮料/酒水公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2242975373%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['c端产品', '数据分析'], 'title': '产品经理', 'jobId': '42975373', 'salary': '20-25k', 'dq': '广州-天河区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=12&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=12', 'refreshTime': '20230414091141', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1942975373.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '陈女士', 'recruiterTitle': '', 'chatted': False, 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg', 'recruiterId': '3c0fd732e6e278f10a3daa157d820ce0', 'imId': '091704632b0de49d10eee5f74aeb3ab8', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"42975373\",\"recruiterName\":\"陈女士\",\"jobKind\":\"2\",\"userId\":\"3c0fd732e6e278f10a3daa157d820ce0\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"imId\":\"091704632b0de49d10eee5f74aeb3ab8\",\"imUserType\":\"2\"}', 'comp': {'compScale': '100-499人', 'compIndustry': '电子商务', 'compLogo': '60af42bdd7e0220766018e7304u.png', 'compId': 9886227, 'compName': '丹霄技术', 'link': 'https://www.liepin.com/company/9886227/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2244808007%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['制造业'], 'title': 'MES产品经理', 'jobId': '44808007', 'salary': '25-30k·16薪', 'dq': '广州', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=13&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=13', 'refreshTime': '20230420093558', 'topJob': False, 'link': 'https://www.liepin.com/a/44808007.shtml', 'advViewFlag': False, 'requireEduLevel': '学历不限', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '陈女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '6041904cac649a4e4185175f05u.png', 'recruiterId': '152ea0d1cc79245b5e0c2419e0c7889a', 'imId': '57d1feab0f44c5a4337193710fe42056', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"44808007\",\"recruiterName\":\"陈女士\",\"jobKind\":\"1\",\"userId\":\"152ea0d1cc79245b5e0c2419e0c7889a\",\"recruiterPhoto\":\"6041904cac649a4e4185175f05u.png\",\"imId\":\"57d1feab0f44c5a4337193710fe42056\",\"imUserType\":\"2\"}', 'comp': {'compScale': '', 'compIndustry': '互联网', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某广州互联网公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2255722223%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['用户研究', '产品规划', '数据分析'], 'title': '文创产品经理/主管', 'jobId': '55722223', 'salary': '8-12k', 'dq': '广州-海珠区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=14&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=14', 'refreshTime': '20230321120241', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1955722223.shtml', 'advViewFlag': False, 'requireEduLevel': '大专', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '唐女士', 'recruiterTitle': '', 'chatted': False, 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg', 'recruiterId': '8a3dae76bb73929dae2c75f2e9902c36', 'imId': '0b64e00a67b1d9a5e4b537e9b7803e4b', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"55722223\",\"recruiterName\":\"唐女士\",\"jobKind\":\"2\",\"userId\":\"8a3dae76bb73929dae2c75f2e9902c36\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"imId\":\"0b64e00a67b1d9a5e4b537e9b7803e4b\",\"imUserType\":\"2\"}', 'comp': {'compScale': '1-49人', 'compIndustry': '文化艺术业', 'compLogo': '63da3c9d211aff1618cde20207u.png', 'compId': 13393455, 'compName': '恒鼎文化传媒', 'link': 'https://www.liepin.com/company/13393455/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2244099555%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['数据产品', 'IT互联网', '数据分析', '用户研究', '产品设计'], 'title': '数据产品经理（中台）', 'jobId': '44099555', 'salary': '20-30k·15薪', 'dq': '广州', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=15&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=15', 'refreshTime': '20230306110903', 'topJob': False, 'link': 'https://www.liepin.com/a/44099555.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '郭女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '628c33a6256da95d600ec7a305u.jpg', 'recruiterId': 'a9aff57fed3ec7e95e9eb1137e0cb75f', 'imId': '88fc68c3e5aa2b3bf4067025f1d6ce6f', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"44099555\",\"recruiterName\":\"郭女士\",\"jobKind\":\"1\",\"userId\":\"a9aff57fed3ec7e95e9eb1137e0cb75f\",\"recruiterPhoto\":\"628c33a6256da95d600ec7a305u.jpg\",\"imId\":\"88fc68c3e5aa2b3bf4067025f1d6ce6f\",\"imUserType\":\"2\"}', 'comp': {'compScale': '500-999人', 'compIndustry': '专业技术服务', 'compStage': 'A轮', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某广州大型专业技术服务公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2256306495%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['商业产品', '策略产品', 'AI人工智能产品', '人工智能', '产品规划', '产品优化', '用户研究', '团队管理', '竞品分析'], 'title': '民航产品经理', 'jobId': '56306495', 'salary': '15-30k', 'dq': '广州-花都区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=16&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=16', 'refreshTime': '20230404155444', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1956306495.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '臧女士', 'recruiterTitle': '人事主管', 'chatted': False, 'recruiterPhoto': '63749d37ea177d16a68dcfd601u.jpeg', 'recruiterId': '733059c92588c041f79ea0c10a8cbb1d', 'imId': '6b598284f809685dd6a9d1214a39013b', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"56306495\",\"recruiterName\":\"臧女士\",\"jobKind\":\"2\",\"userId\":\"733059c92588c041f79ea0c10a8cbb1d\",\"recruiterPhoto\":\"63749d37ea177d16a68dcfd601u.jpeg\",\"imId\":\"6b598284f809685dd6a9d1214a39013b\",\"imUserType\":\"2\"}', 'comp': {'compScale': '100-499人', 'compIndustry': '人工智能', 'compStage': 'C轮', 'compLogo': '62860cf27933ee37f03c289902u.png', 'compId': 9368549, 'compName': '高重科技', 'link': 'https://www.liepin.com/company/9368549/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245280189%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['供应链产品', '团队管理', '产品优化', '产品设计'], 'title': '产品经理（商品中心）', 'jobId': '45280189', 'salary': '15-30k', 'dq': '广州-海珠区', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=17&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=17', 'refreshTime': '20230413162324', 'topJob': False, 'link': 'https://www.liepin.com/a/45280189.shtml', 'advViewFlag': False, 'requireEduLevel': '学历不限', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '胡女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '5f8fa3bddfb13a7dee343d7608u.png', 'recruiterId': '7f0312f8db0c514ef1a8bbcb3a983750', 'imId': '20885e870931c562fdb0a7e165355a7f', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"45280189\",\"recruiterName\":\"胡女士\",\"jobKind\":\"1\",\"userId\":\"7f0312f8db0c514ef1a8bbcb3a983750\",\"recruiterPhoto\":\"5f8fa3bddfb13a7dee343d7608u.png\",\"imId\":\"20885e870931c562fdb0a7e165355a7f\",\"imUserType\":\"2\"}', 'comp': {'compScale': '100-499人', 'compIndustry': 'IT服务', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某广州IT服务公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245307815%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['中台产品', '平台产品', '产品优化', '产品设计'], 'title': '产品经理（预售，员工分销）-国企正编', 'jobId': '45307815', 'salary': '26-30k', 'dq': '广州-海珠区', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=18&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=18', 'refreshTime': '20230419103328', 'topJob': False, 'link': 'https://www.liepin.com/a/45307815.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '纪女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '642e8e49de25b83c3c8d509707u.png', 'recruiterId': '10f97c2455afd910fa874f00626b9602', 'imId': '84bda8083fce65928f669bb17ec3d8eb', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"45307815\",\"recruiterName\":\"纪女士\",\"jobKind\":\"1\",\"userId\":\"10f97c2455afd910fa874f00626b9602\",\"recruiterPhoto\":\"642e8e49de25b83c3c8d509707u.png\",\"imId\":\"84bda8083fce65928f669bb17ec3d8eb\",\"imUserType\":\"2\"}', 'comp': {'compScale': '100-499人', 'compIndustry': 'IT服务', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某广州IT服务公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2241822517%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['产品设计', 'b端产品', '需求分析'], 'title': '产品经理', 'jobId': '41822517', 'salary': '10-20k', 'dq': '广州-黄埔区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=19&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=19', 'refreshTime': '20211214164804', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1941822517.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '许女士', 'recruiterTitle': 'HR', 'chatted': False, 'recruiterPhoto': '54d1e78d712eb4f6b84c788f02c.jpg', 'recruiterId': '2f42fd874540276863bd63b74d34940c', 'imId': '8951c85dd8b85b3c062c1b1ee9c7454d', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"41822517\",\"recruiterName\":\"许女士\",\"jobKind\":\"2\",\"userId\":\"2f42fd874540276863bd63b74d34940c\",\"recruiterPhoto\":\"54d1e78d712eb4f6b84c788f02c.jpg\",\"imId\":\"8951c85dd8b85b3c062c1b1ee9c7454d\",\"imUserType\":\"2\"}', 'comp': {'compScale': '2000-5000人', 'compIndustry': '制药', 'compStage': '沪深A股上市', 'compLogo': '5bfe91b674719d35745ae24c03a.png', 'compId': 8086509, 'compName': '凯普生物', 'link': 'https://www.liepin.com/company/8086509/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245183899%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['AI产品', '实操算法', '应用场景设计', 'AI产品全周期管理', '推荐产品', '预测产品', '算法模型', '人工智能模型', '项目统筹'], 'title': 'AI应用产品经理（推荐、预测类，实操算法、应用场景设计）', 'jobId': '45183899', 'salary': '16-22k·15薪', 'dq': '广州-白云区', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=20&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=20', 'refreshTime': '20230411135550', 'topJob': False, 'link': 'https://www.liepin.com/a/45183899.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '李女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '612f3bce95c03625d0aa7d1a04u.jpg', 'recruiterId': '52229be8ed4151f64b65e1f549214846', 'imId': '47c7281c664c4cfbdfb6df235db455f2', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"45183899\",\"recruiterName\":\"李女士\",\"jobKind\":\"1\",\"userId\":\"52229be8ed4151f64b65e1f549214846\",\"recruiterPhoto\":\"612f3bce95c03625d0aa7d1a04u.jpg\",\"imId\":\"47c7281c664c4cfbdfb6df235db455f2\",\"imUserType\":\"2\"}', 'comp': {'compScale': '2000-5000人', 'compIndustry': '食品/饮料/酒水', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某国内大型食品/饮料/酒水公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245280187%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['供应链产品', '团队管理', '产品优化', '产品设计'], 'title': '产品经理（商品中心）', 'jobId': '45280187', 'salary': '15-30k', 'dq': '广州-海珠区', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=21&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=21', 'refreshTime': '20230413162324', 'topJob': False, 'link': 'https://www.liepin.com/a/45280187.shtml', 'advViewFlag': False, 'requireEduLevel': '学历不限', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '胡女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '5f8fa3bddfb13a7dee343d7608u.png', 'recruiterId': '7f0312f8db0c514ef1a8bbcb3a983750', 'imId': '20885e870931c562fdb0a7e165355a7f', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"45280187\",\"recruiterName\":\"胡女士\",\"jobKind\":\"1\",\"userId\":\"7f0312f8db0c514ef1a8bbcb3a983750\",\"recruiterPhoto\":\"5f8fa3bddfb13a7dee343d7608u.png\",\"imId\":\"20885e870931c562fdb0a7e165355a7f\",\"imUserType\":\"2\"}', 'comp': {'compScale': '100-499人', 'compIndustry': 'IT服务', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某广州IT服务公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2244046273%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['数据产品', '工具产品'], 'title': 'AI应用产品经理 ', 'jobId': '44046273', 'salary': '18-19k·15薪', 'dq': '广州', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=22&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=22', 'refreshTime': '20230303103708', 'topJob': False, 'link': 'https://www.liepin.com/a/44046273.shtml', 'advViewFlag': False, 'requireEduLevel': '本科及以上', 'requireWorkYears': '1-3年'}, 'recruiter': {'recruiterName': '杨女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '636899c231cd614a2518fd6603u.jpeg', 'recruiterId': '0f67104d9d26e05a63878b22301425ad', 'imId': '6562ab6805ed6c31063dfc1b00f6daab', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"44046273\",\"recruiterName\":\"杨女士\",\"jobKind\":\"1\",\"userId\":\"0f67104d9d26e05a63878b22301425ad\",\"recruiterPhoto\":\"636899c231cd614a2518fd6603u.jpeg\",\"imId\":\"6562ab6805ed6c31063dfc1b00f6daab\",\"imUserType\":\"2\"}', 'comp': {'compScale': '2000-5000人', 'compIndustry': '食品/饮料/日化', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '知名港资快消集团', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%227643641%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': [], 'title': '产品经理', 'jobId': '7643641', 'salary': '25-35k', 'dq': '广州', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=23&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=23', 'refreshTime': '20230323112810', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/197643641.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '杨先生', 'recruiterTitle': '一品红药业集团管理员', 'chatted': False, 'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg', 'recruiterId': '446fa8eec304cee5246608e7b5510cdd', 'imId': '2edd5d384c7f34508d1ff84e0a6c6898', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"7643641\",\"recruiterName\":\"杨先生\",\"jobKind\":\"2\",\"userId\":\"446fa8eec304cee5246608e7b5510cdd\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\",\"imId\":\"2edd5d384c7f34508d1ff84e0a6c6898\",\"imUserType\":\"2\"}', 'comp': {'compScale': '500-999人', 'compIndustry': '制药', 'compStage': '沪深A股上市', 'compLogo': '60f0012c66b5e17b60aa022905u.png', 'compId': 8788514, 'compName': '一品红', 'link': 'https://www.liepin.com/company/8788514/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2251720291%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['商业产品', '定价/竞价产品', '科研/技术服务', '需求分析', '产品设计', '用户研究', '产品规划', '产品优化', '流程设计', 'Xmind'], 'title': '产品经理', 'jobId': '51720291', 'salary': '20-50k·13薪', 'dq': '广州-天河区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=24&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=24', 'refreshTime': '20221206094018', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1951720291.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '潘女士', 'recruiterTitle': '招聘专员', 'chatted': False, 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg', 'recruiterId': '48f51445c66038af6c775cb4d7255adf', 'imId': '7054bea032224cbe4a7a04e7d95591ea', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"51720291\",\"recruiterName\":\"潘女士\",\"jobKind\":\"2\",\"userId\":\"48f51445c66038af6c775cb4d7255adf\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"imId\":\"7054bea032224cbe4a7a04e7d95591ea\",\"imUserType\":\"2\"}', 'comp': {'compScale': '5000-10000人', 'compIndustry': 'IT服务', 'compStage': '其他股票市场上市', 'compLogo': '5bfe91e274719d35745aeb5b03a.png', 'compId': 9600943, 'compName': '恒赢智航', 'link': 'https://www.liepin.com/company/9600943/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245280019%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['平台产品', '产品设计', '团队管理', '产品优化', '用户研究'], 'title': '产品经理', 'jobId': '45280019', 'salary': '15-30k', 'dq': '广州-海珠区', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=25&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=25', 'refreshTime': '20230413162101', 'topJob': False, 'link': 'https://www.liepin.com/a/45280019.shtml', 'advViewFlag': False, 'requireEduLevel': '学历不限', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '胡女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '5f8fa3bddfb13a7dee343d7608u.png', 'recruiterId': '7f0312f8db0c514ef1a8bbcb3a983750', 'imId': '20885e870931c562fdb0a7e165355a7f', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"45280019\",\"recruiterName\":\"胡女士\",\"jobKind\":\"1\",\"userId\":\"7f0312f8db0c514ef1a8bbcb3a983750\",\"recruiterPhoto\":\"5f8fa3bddfb13a7dee343d7608u.png\",\"imId\":\"20885e870931c562fdb0a7e165355a7f\",\"imUserType\":\"2\"}', 'comp': {'compScale': '100-499人', 'compIndustry': 'IT服务', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某广州IT服务公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245131607%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['硬件产品', '智能硬件', '硬件系统集成', '教育行业'], 'title': '产品经理', 'jobId': '45131607', 'salary': '30-60k', 'dq': '广州', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=26&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=26', 'refreshTime': '20230421094144', 'topJob': False, 'link': 'https://www.liepin.com/a/45131607.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '林先生', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '60594891e67dd642e66167e607u.jpg', 'recruiterId': 'fe574404935c0d1e8b980cb130e246e9', 'imId': '684fde117e1cc80562cb88e0a323364d', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"45131607\",\"recruiterName\":\"林先生\",\"jobKind\":\"1\",\"userId\":\"fe574404935c0d1e8b980cb130e246e9\",\"recruiterPhoto\":\"60594891e67dd642e66167e607u.jpg\",\"imId\":\"684fde117e1cc80562cb88e0a323364d\",\"imUserType\":\"2\"}', 'comp': {'compScale': '5000-10000人', 'compIndustry': '计算机软件', 'compStage': '已上市', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某广州计算机软件上市公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2242880637%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['金融产品', 'to B', 'web端产品'], 'title': '高级产品经理', 'jobId': '42880637', 'salary': '40-60k', 'dq': '广州', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=27&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=27', 'refreshTime': '20230128203854', 'topJob': False, 'link': 'https://www.liepin.com/a/42880637.shtml', 'advViewFlag': False, 'requireEduLevel': '硕士及以上', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '潘先生', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '5f8fa3a679c7cc70efbf444e08u.png', 'recruiterId': '427acd357091d000fbd248da0a9beae7', 'imId': '58a1a30e81a9f4892980490a0cdf2257', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"42880637\",\"recruiterName\":\"潘先生\",\"jobKind\":\"1\",\"userId\":\"427acd357091d000fbd248da0a9beae7\",\"recruiterPhoto\":\"5f8fa3a679c7cc70efbf444e08u.png\",\"imId\":\"58a1a30e81a9f4892980490a0cdf2257\",\"imUserType\":\"2\"}', 'comp': {'compScale': '2000-5000人', 'compIndustry': '基金/证券/期货', 'compStage': '战略融资', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某大型基金/证券/期货公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2257438265%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['办公软件、工具类'], 'title': '高级产品经理', 'jobId': '57438265', 'salary': '20-30k·13薪', 'dq': '广州-黄埔区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=28&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=28', 'refreshTime': '20230330175512', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1957438265.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '李女士', 'recruiterTitle': '顾问(C)', 'chatted': False, 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg', 'recruiterId': '5c5868e999f36bcead5ac560c4a69325', 'imId': '3d984b48faf63c3239e48140c0193d97', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"57438265\",\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"userId\":\"5c5868e999f36bcead5ac560c4a69325\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"imId\":\"3d984b48faf63c3239e48140c0193d97\",\"imUserType\":\"2\"}', 'comp': {'compScale': '5000-10000人', 'compIndustry': '计算机软件', 'compStage': '沪深A股上市', 'compLogo': '5bfe95c674719df0ac98e51303a.png', 'compId': 7854025, 'compName': '视源股份', 'link': 'https://www.liepin.com/company/7854025/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2255177509%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': [], 'title': '产品经理岗', 'jobId': '55177509', 'salary': '18-35k', 'dq': '广州-天河区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=29&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=29', 'refreshTime': '20221222123631', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1955177509.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '孔女士', 'recruiterTitle': '总行人力资源部', 'chatted': False, 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg', 'recruiterId': '3b122e2eb0f3601c98d7c9d26a3a9d56', 'imId': 'a59effad6b4824f024eff958a002fd93', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"55177509\",\"recruiterName\":\"孔女士\",\"jobKind\":\"2\",\"userId\":\"3b122e2eb0f3601c98d7c9d26a3a9d56\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"imId\":\"a59effad6b4824f024eff958a002fd93\",\"imUserType\":\"2\"}', 'comp': {'compScale': '5000-10000人', 'compIndustry': '银行', 'compLogo': '5bfe900574719d35745a8df003a.png', 'compId': 6017109, 'compName': '广州银行股份有限公司', 'link': 'https://www.liepin.com/company/6017109/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2243795869%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['数据产品', '策略产品', '数据分析', '产品设计', '需求分析', '用户研究', '产品规划'], 'title': '产品经理（数据方向）', 'jobId': '43795869', 'salary': '15-20k·18薪', 'dq': '广州', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=30&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=30', 'refreshTime': '20230223174312', 'topJob': False, 'link': 'https://www.liepin.com/a/43795869.shtml', 'advViewFlag': False, 'requireEduLevel': '学历不限', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '林女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '61763c997ee42471be22de7101u.png', 'recruiterId': '5e8058dd221f3ba7f3197cbe382c253e', 'imId': '96bc5ac5f2ea72f19941166e65ebdb6f', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"43795869\",\"recruiterName\":\"林女士\",\"jobKind\":\"1\",\"userId\":\"5e8058dd221f3ba7f3197cbe382c253e\",\"recruiterPhoto\":\"61763c997ee42471be22de7101u.png\",\"imId\":\"96bc5ac5f2ea72f19941166e65ebdb6f\",\"imUserType\":\"2\"}', 'comp': {'compScale': '1000-2000人', 'compIndustry': '互联网', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某大型知名互联网公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2244633159%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['产品规划', '策略产品', '通讯/网络设备', '硬件系统集成', 'to C', '需求分析', '用户研究', '市场调研', '产品设计', '原型设计'], 'title': '产品经理', 'jobId': '44633159', 'salary': '50-80k·16薪', 'dq': '广州', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=31&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=31', 'refreshTime': '20230322114446', 'topJob': False, 'link': 'https://www.liepin.com/a/44633159.shtml', 'advViewFlag': False, 'requireEduLevel': '学历不限', 'requireWorkYears': '10年以上'}, 'recruiter': {'recruiterName': '孟女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '641a757dffdf96787e4eef0105u.png', 'recruiterId': '854021dc244dfb22cecfce0dea5b4198', 'imId': 'df3f892a076757bf99c4538f2a55bd77', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"44633159\",\"recruiterName\":\"孟女士\",\"jobKind\":\"1\",\"userId\":\"854021dc244dfb22cecfce0dea5b4198\",\"recruiterPhoto\":\"641a757dffdf96787e4eef0105u.png\",\"imId\":\"df3f892a076757bf99c4538f2a55bd77\",\"imUserType\":\"2\"}', 'comp': {'compScale': '', 'compIndustry': '电子/半导体/集成电路', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某深圳电子/半导体/集成电路公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245007687%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['垂直电商', '美居生活', '母婴类', '儿童品类', 'O2O'], 'title': '垂直电商产品经理', 'jobId': '45007687', 'salary': '15-25k', 'dq': '广州', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=32&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=32', 'refreshTime': '20230404142211', 'topJob': False, 'link': 'https://www.liepin.com/a/45007687.shtml', 'advViewFlag': False, 'requireEduLevel': '本科及以上', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '赵先生', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '60aef83a1d480101d4219a6e07u.png', 'recruiterId': '790d3da71b57592a14c5890f16935246', 'imId': 'b69495e1f8cfa827dfb6df235db455f2', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"45007687\",\"recruiterName\":\"赵先生\",\"jobKind\":\"1\",\"userId\":\"790d3da71b57592a14c5890f16935246\",\"recruiterPhoto\":\"60aef83a1d480101d4219a6e07u.png\",\"imId\":\"b69495e1f8cfa827dfb6df235db455f2\",\"imUserType\":\"2\"}', 'comp': {'compScale': '100-499人', 'compIndustry': '电子商务', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某宁波电子商务公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2245098711%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['to B', 'IT互联网', '产品设计', '交互设计', '用户研究', '产品规划'], 'title': '产品经理(J11093)', 'jobId': '45098711', 'salary': '薪资面议', 'dq': '广州-黄埔区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=33&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=33', 'refreshTime': '20221108092741', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1945098711.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '田先生', 'recruiterTitle': '人力资源招聘HRBP绩效经理', 'chatted': False, 'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg', 'recruiterId': '5553774e1dfc4bd94e578f26109225be', 'imId': '3d916811f6aedd61ef38cb0ce6f46cd7', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"45098711\",\"recruiterName\":\"田先生\",\"jobKind\":\"2\",\"userId\":\"5553774e1dfc4bd94e578f26109225be\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\",\"imId\":\"3d916811f6aedd61ef38cb0ce6f46cd7\",\"imUserType\":\"2\"}', 'comp': {'compScale': '2000-5000人', 'compIndustry': '食品/饮料/酒水', 'compStage': '沪深A股上市', 'compLogo': '5ec39993f2540204574caa5008u.jpg', 'compId': 8080810, 'compName': '汤臣倍健', 'link': 'https://www.liepin.com/company/8080810/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2243470183%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['海外产品', '产品规划', '产品设计', '竞品分析'], 'title': '海外软件产品经理', 'jobId': '43470183', 'salary': '35-65k·16薪', 'dq': '广州-黄埔区', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=34&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=34', 'refreshTime': '20230411154613', 'topJob': False, 'link': 'https://www.liepin.com/a/43470183.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '杨女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '623ad357dba87875df4a0eee03u.png', 'recruiterId': '6581aa01b636d0e08fdbddb1e0920cee', 'imId': '8a56296a046a659e01ab80e4a8b96567', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"43470183\",\"recruiterName\":\"杨女士\",\"jobKind\":\"1\",\"userId\":\"6581aa01b636d0e08fdbddb1e0920cee\",\"recruiterPhoto\":\"623ad357dba87875df4a0eee03u.png\",\"imId\":\"8a56296a046a659e01ab80e4a8b96567\",\"imUserType\":\"2\"}', 'comp': {'compScale': '5000-10000人', 'compIndustry': '计算机软件', 'compStage': '已上市', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某广州知名上市公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2255763181%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['安全产品', '需求管理', '团队管理', '产品设计'], 'title': '产品经理-安全方向（广州）(J11694)', 'jobId': '55763181', 'salary': '15-25k', 'dq': '广州-天河区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=35&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=35', 'refreshTime': '20230421140848', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1955763181.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '谭女士', 'recruiterTitle': 'HR', 'chatted': False, 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg', 'recruiterId': '425c4ebdbee0453e66ce3b2014455cb9', 'imId': '2879a93a141a991dd1ab17cab7c5f1ad', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"55763181\",\"recruiterName\":\"谭女士\",\"jobKind\":\"2\",\"userId\":\"425c4ebdbee0453e66ce3b2014455cb9\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"imId\":\"2879a93a141a991dd1ab17cab7c5f1ad\",\"imUserType\":\"2\"}', 'comp': {'compScale': '5000-10000人', 'compIndustry': '计算机软件', 'compLogo': '62d900a5068a783307d8850402u.png', 'compId': 9749905, 'compName': '建信金融科技有限责任公司', 'link': 'https://www.liepin.com/company/9749905/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2243066789%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': [], 'title': '产品经理', 'jobId': '43066789', 'salary': '15-30k', 'dq': '广州', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=36', 'refreshTime': '20230404181136', 'topJob': False, 'link': 'https://www.liepin.com/a/43066789.shtml', 'advViewFlag': False, 'requireEduLevel': '本科及以上', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '黎先生', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '5fc838b87d6477448762618c01u.png', 'recruiterId': '8b3d08baae34b6ce32673941a4fb8bc6', 'imId': 'a75b25f528b30730337193710fe42056', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"43066789\",\"recruiterName\":\"黎先生\",\"jobKind\":\"1\",\"userId\":\"8b3d08baae34b6ce32673941a4fb8bc6\",\"recruiterPhoto\":\"5fc838b87d6477448762618c01u.png\",\"imId\":\"a75b25f528b30730337193710fe42056\",\"imUserType\":\"2\"}', 'comp': {'compScale': '100-499人', 'compIndustry': '智能安防', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某安防公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2243773655%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': [], 'title': '产品经理', 'jobId': '43773655', 'salary': '15-30k', 'dq': '广州-天河区', 'jobKind': '1', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=37', 'refreshTime': '20230412133907', 'topJob': False, 'link': 'https://www.liepin.com/a/43773655.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '李女士', 'recruiterTitle': '猎头顾问', 'chatted': False, 'recruiterPhoto': '5f8fa3bddfb13a7dee343d7608u.png', 'recruiterId': '7ce77a824e1b312a4f998cd52ca0257a', 'imId': '0168b7090abcfb8e5d887c62117912b0', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"43773655\",\"recruiterName\":\"李女士\",\"jobKind\":\"1\",\"userId\":\"7ce77a824e1b312a4f998cd52ca0257a\",\"recruiterPhoto\":\"5f8fa3bddfb13a7dee343d7608u.png\",\"imId\":\"0168b7090abcfb8e5d887c62117912b0\",\"imUserType\":\"2\"}', 'comp': {'compScale': '100-499人', 'compIndustry': '制药', 'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某国内制药公司', 'link': ''}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2257777369%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['计算机软件'], 'title': '物联网产品经理', 'jobId': '57777369', 'salary': '12-20k', 'dq': '广州-天河区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=38', 'refreshTime': '20230413135515', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1957777369.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '赵女士', 'recruiterTitle': '人力资源专员', 'chatted': False, 'recruiterPhoto': '54d1e761712e7147fd8062c902c.jpg', 'recruiterId': 'e8745aba1f44ddd621b2f8f304de3409', 'imId': '3b37f6bb027ba58b78f5885b11a76839', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"57777369\",\"recruiterName\":\"赵女士\",\"jobKind\":\"2\",\"userId\":\"e8745aba1f44ddd621b2f8f304de3409\",\"recruiterPhoto\":\"54d1e761712e7147fd8062c902c.jpg\",\"imId\":\"3b37f6bb027ba58b78f5885b11a76839\",\"imUserType\":\"2\"}', 'comp': {'compScale': '500-999人', 'compIndustry': '互联网', 'compLogo': '5bfe9c5774719df0ac9a31bc03a.png', 'compId': 1327734, 'compName': '越亮传奇', 'link': 'https://www.liepin.com/company/1327734/'}}, {'dataInfo': '%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobId%22%3A%2257209449%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%2219%22%2C%22d_curPage%22%3A%2219%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['竞品分析', '战略规划咨询', '消费者研究'], 'title': '照明产品经理', 'jobId': '57209449', 'salary': '20-25k·13薪', 'dq': '广州-白云区', 'jobKind': '2', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=19&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=19&pageSize=40&index=39', 'refreshTime': '20230322183423', 'topJob': False, 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1957209449.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '谭先生', 'recruiterTitle': '照明产品总监', 'chatted': False, 'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg', 'recruiterId': '482d5a8bdcbf0b5931990edb605ae190', 'imId': '74319f538e9a62649a60b5cc1b6a8566', 'imUserType': '2'}, 'dataParams': '{\"jobId\":\"57209449\",\"recruiterName\":\"谭先生\",\"jobKind\":\"2\",\"userId\":\"482d5a8bdcbf0b5931990edb605ae190\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\",\"imId\":\"74319f538e9a62649a60b5cc1b6a8566\",\"imUserType\":\"2\"}', 'comp': {'compScale': '', 'compIndustry': '电子商务', 'compLogo': '6407f5d3a62c5e5a8dcc4aeb06u.png', 'compId': 13450471, 'compName': '泰容亿科技', 'link': 'https://www.liepin.com/company/13450471/'}}], 'compList': []}, 'pagination': {'currentPage': 19, 'totalPage': 20, 'pageSize': 40, 'totalCounts': 800, 'hasNext': False}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}}}\n"
     ]
    }
   ],
   "source": [
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "073b7f14",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>comp.compId</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"45288093\",\"recruiterName\":\"王女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>45288093</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230413192613</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>医药流通</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某北京医药流通公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"56161375\",\"recruiterName\":\"孟女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理-肿瘤</td>\n",
       "      <td>56161375</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230216103639</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>制药</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea0c574719d2aa34c074f03a.png</td>\n",
       "      <td>李氏大药厂(香港)有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9510141/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9510141.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"44235539\",\"recruiterName\":\"朱女士\",\"job...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>潮玩盲盒产品经理</td>\n",
       "      <td>44235539</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230307150921</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>北京妙趣盒生文化传播有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12846035/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12846035.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"52471955\",\"recruiterName\":\"陈女士\",\"job...</td>\n",
       "      <td>[社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>52471955</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230411141336</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>工艺品</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61a5bb22f96ca95918aa2e9206u.png</td>\n",
       "      <td>广东森宝文化实业有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13001749/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13001749.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"44884553\",\"recruiterName\":\"汪女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>44884553</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230330145539</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某国内制药上市公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"44607657\",\"recruiterName\":\"黄女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>品质PM</td>\n",
       "      <td>44607657</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230321164901</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某贸易进出口公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57515707\",\"recruiterName\":\"齐女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>广花融资担保公司（筹）产品经理</td>\n",
       "      <td>57515707</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230418091105</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>其他商务服务业</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州智都投资控股集团有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13183547/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13183547.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"44794295\",\"recruiterName\":\"邬女士\",\"job...</td>\n",
       "      <td>[供应链产品, 采购, 物流快递, 产品设计]</td>\n",
       "      <td>B端供应链产品经理</td>\n",
       "      <td>44794295</td>\n",
       "      <td>20-35k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230328105859</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>互联网</td>\n",
       "      <td>不需要融资</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"44810969\",\"recruiterName\":\"陈先生\",\"job...</td>\n",
       "      <td>[商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>44810969</td>\n",
       "      <td>20-25k·15薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230421110556</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>内容(音视频/阅读)</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>运营商全资子公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"56142583\",\"recruiterName\":\"王女士\",\"job...</td>\n",
       "      <td>[跨境电商, to C, ERP系统, 数据分析, 供应链产品]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>56142583</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230421102138</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>634f899ab0584d35822417cb06u.png</td>\n",
       "      <td>文峰荟(广州)企业管理有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13297665/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13297665.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"43863229\",\"recruiterName\":\"庄女士\",\"job...</td>\n",
       "      <td>[架构设计]</td>\n",
       "      <td>产品经理（支付）(J11223)</td>\n",
       "      <td>43863229</td>\n",
       "      <td>16-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20211125104506</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>D轮</td>\n",
       "      <td>60096cb986ddfd21f7c973d408u.png</td>\n",
       "      <td>致景科技</td>\n",
       "      <td>https://www.liepin.com/company/8448877/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8448877.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"44949997\",\"recruiterName\":\"李女士\",\"job...</td>\n",
       "      <td>[AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...</td>\n",
       "      <td>AI应用产品经理</td>\n",
       "      <td>44949997</td>\n",
       "      <td>16-22k·15薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230403105432</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某国内大型食品/饮料/酒水公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"42975373\",\"recruiterName\":\"陈女士\",\"job...</td>\n",
       "      <td>[c端产品, 数据分析]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>42975373</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230414091141</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60af42bdd7e0220766018e7304u.png</td>\n",
       "      <td>丹霄技术</td>\n",
       "      <td>https://www.liepin.com/company/9886227/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9886227.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"44808007\",\"recruiterName\":\"陈女士\",\"job...</td>\n",
       "      <td>[制造业]</td>\n",
       "      <td>MES产品经理</td>\n",
       "      <td>44808007</td>\n",
       "      <td>25-30k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230420093558</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"55722223\",\"recruiterName\":\"唐女士\",\"job...</td>\n",
       "      <td>[用户研究, 产品规划, 数据分析]</td>\n",
       "      <td>文创产品经理/主管</td>\n",
       "      <td>55722223</td>\n",
       "      <td>8-12k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230321120241</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>文化艺术业</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63da3c9d211aff1618cde20207u.png</td>\n",
       "      <td>恒鼎文化传媒</td>\n",
       "      <td>https://www.liepin.com/company/13393455/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13393455.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"44099555\",\"recruiterName\":\"郭女士\",\"job...</td>\n",
       "      <td>[数据产品, IT互联网, 数据分析, 用户研究, 产品设计]</td>\n",
       "      <td>数据产品经理（中台）</td>\n",
       "      <td>44099555</td>\n",
       "      <td>20-30k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230306110903</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>A轮</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州大型专业技术服务公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"56306495\",\"recruiterName\":\"臧女士\",\"job...</td>\n",
       "      <td>[商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...</td>\n",
       "      <td>民航产品经理</td>\n",
       "      <td>56306495</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-花都区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230404155444</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>C轮</td>\n",
       "      <td>62860cf27933ee37f03c289902u.png</td>\n",
       "      <td>高重科技</td>\n",
       "      <td>https://www.liepin.com/company/9368549/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9368549.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"45280189\",\"recruiterName\":\"胡女士\",\"job...</td>\n",
       "      <td>[供应链产品, 团队管理, 产品优化, 产品设计]</td>\n",
       "      <td>产品经理（商品中心）</td>\n",
       "      <td>45280189</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230413162324</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"45307815\",\"recruiterName\":\"纪女士\",\"job...</td>\n",
       "      <td>[中台产品, 平台产品, 产品优化, 产品设计]</td>\n",
       "      <td>产品经理（预售，员工分销）-国企正编</td>\n",
       "      <td>45307815</td>\n",
       "      <td>26-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230419103328</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"41822517\",\"recruiterName\":\"许女士\",\"job...</td>\n",
       "      <td>[产品设计, b端产品, 需求分析]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>41822517</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20211214164804</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>制药</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5bfe91b674719d35745ae24c03a.png</td>\n",
       "      <td>凯普生物</td>\n",
       "      <td>https://www.liepin.com/company/8086509/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8086509.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"45183899\",\"recruiterName\":\"李女士\",\"job...</td>\n",
       "      <td>[AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...</td>\n",
       "      <td>AI应用产品经理（推荐、预测类，实操算法、应用场景设计）</td>\n",
       "      <td>45183899</td>\n",
       "      <td>16-22k·15薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230411135550</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某国内大型食品/饮料/酒水公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"45280187\",\"recruiterName\":\"胡女士\",\"job...</td>\n",
       "      <td>[供应链产品, 团队管理, 产品优化, 产品设计]</td>\n",
       "      <td>产品经理（商品中心）</td>\n",
       "      <td>45280187</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230413162324</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"44046273\",\"recruiterName\":\"杨女士\",\"job...</td>\n",
       "      <td>[数据产品, 工具产品]</td>\n",
       "      <td>AI应用产品经理</td>\n",
       "      <td>44046273</td>\n",
       "      <td>18-19k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230303103708</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>食品/饮料/日化</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>知名港资快消集团</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"7643641\",\"recruiterName\":\"杨先生\",\"jobK...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>7643641</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230323112810</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>制药</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>60f0012c66b5e17b60aa022905u.png</td>\n",
       "      <td>一品红</td>\n",
       "      <td>https://www.liepin.com/company/8788514/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8788514.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"51720291\",\"recruiterName\":\"潘女士\",\"job...</td>\n",
       "      <td>[商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>51720291</td>\n",
       "      <td>20-50k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20221206094018</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>其他股票市场上市</td>\n",
       "      <td>5bfe91e274719d35745aeb5b03a.png</td>\n",
       "      <td>恒赢智航</td>\n",
       "      <td>https://www.liepin.com/company/9600943/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9600943.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"45280019\",\"recruiterName\":\"胡女士\",\"job...</td>\n",
       "      <td>[平台产品, 产品设计, 团队管理, 产品优化, 用户研究]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>45280019</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230413162101</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州IT服务公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"45131607\",\"recruiterName\":\"林先生\",\"job...</td>\n",
       "      <td>[硬件产品, 智能硬件, 硬件系统集成, 教育行业]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>45131607</td>\n",
       "      <td>30-60k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230421094144</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州计算机软件上市公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"42880637\",\"recruiterName\":\"潘先生\",\"job...</td>\n",
       "      <td>[金融产品, to B, web端产品]</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>42880637</td>\n",
       "      <td>40-60k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230128203854</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>战略融资</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某大型基金/证券/期货公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57438265\",\"recruiterName\":\"李女士\",\"job...</td>\n",
       "      <td>[办公软件、工具类]</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>57438265</td>\n",
       "      <td>20-30k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230330175512</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5bfe95c674719df0ac98e51303a.png</td>\n",
       "      <td>视源股份</td>\n",
       "      <td>https://www.liepin.com/company/7854025/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>7854025.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"55177509\",\"recruiterName\":\"孔女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理岗</td>\n",
       "      <td>55177509</td>\n",
       "      <td>18-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20221222123631</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>银行</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe900574719d35745a8df003a.png</td>\n",
       "      <td>广州银行股份有限公司</td>\n",
       "      <td>https://www.liepin.com/company/6017109/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>6017109.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"43795869\",\"recruiterName\":\"林女士\",\"job...</td>\n",
       "      <td>[数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]</td>\n",
       "      <td>产品经理（数据方向）</td>\n",
       "      <td>43795869</td>\n",
       "      <td>15-20k·18薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230223174312</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>互联网</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某大型知名互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"44633159\",\"recruiterName\":\"孟女士\",\"job...</td>\n",
       "      <td>[产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>44633159</td>\n",
       "      <td>50-80k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230322114446</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某深圳电子/半导体/集成电路公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"45007687\",\"recruiterName\":\"赵先生\",\"job...</td>\n",
       "      <td>[垂直电商, 美居生活, 母婴类, 儿童品类, O2O]</td>\n",
       "      <td>垂直电商产品经理</td>\n",
       "      <td>45007687</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230404142211</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某宁波电子商务公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"45098711\",\"recruiterName\":\"田先生\",\"job...</td>\n",
       "      <td>[to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]</td>\n",
       "      <td>产品经理(J11093)</td>\n",
       "      <td>45098711</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20221108092741</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>5ec39993f2540204574caa5008u.jpg</td>\n",
       "      <td>汤臣倍健</td>\n",
       "      <td>https://www.liepin.com/company/8080810/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>8080810.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"43470183\",\"recruiterName\":\"杨女士\",\"job...</td>\n",
       "      <td>[海外产品, 产品规划, 产品设计, 竞品分析]</td>\n",
       "      <td>海外软件产品经理</td>\n",
       "      <td>43470183</td>\n",
       "      <td>35-65k·16薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230411154613</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州知名上市公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"55763181\",\"recruiterName\":\"谭女士\",\"job...</td>\n",
       "      <td>[安全产品, 需求管理, 团队管理, 产品设计]</td>\n",
       "      <td>产品经理-安全方向（广州）(J11694)</td>\n",
       "      <td>55763181</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230421140848</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62d900a5068a783307d8850402u.png</td>\n",
       "      <td>建信金融科技有限责任公司</td>\n",
       "      <td>https://www.liepin.com/company/9749905/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9749905.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"43066789\",\"recruiterName\":\"黎先生\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>43066789</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230404181136</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>智能安防</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某安防公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"43773655\",\"recruiterName\":\"李女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>43773655</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>1</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230412133907</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>制药</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某国内制药公司</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57777369\",\"recruiterName\":\"赵女士\",\"job...</td>\n",
       "      <td>[计算机软件]</td>\n",
       "      <td>物联网产品经理</td>\n",
       "      <td>57777369</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230413135515</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9c5774719df0ac9a31bc03a.png</td>\n",
       "      <td>越亮传奇</td>\n",
       "      <td>https://www.liepin.com/company/1327734/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1327734.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"jobId\":\"57209449\",\"recruiterName\":\"谭先生\",\"job...</td>\n",
       "      <td>[竞品分析, 战略规划咨询, 消费者研究]</td>\n",
       "      <td>照明产品经理</td>\n",
       "      <td>57209449</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>2</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>20230322183423</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td>电子商务</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6407f5d3a62c5e5a8dcc4aeb06u.png</td>\n",
       "      <td>泰容亿科技</td>\n",
       "      <td>https://www.liepin.com/company/13450471/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13450471.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"jobId\":\"45288093\",\"recruiterName\":\"王女士\",\"job...   \n",
       "1   {\"jobId\":\"56161375\",\"recruiterName\":\"孟女士\",\"job...   \n",
       "2   {\"jobId\":\"44235539\",\"recruiterName\":\"朱女士\",\"job...   \n",
       "3   {\"jobId\":\"52471955\",\"recruiterName\":\"陈女士\",\"job...   \n",
       "4   {\"jobId\":\"44884553\",\"recruiterName\":\"汪女士\",\"job...   \n",
       "5   {\"jobId\":\"44607657\",\"recruiterName\":\"黄女士\",\"job...   \n",
       "6   {\"jobId\":\"57515707\",\"recruiterName\":\"齐女士\",\"job...   \n",
       "7   {\"jobId\":\"44794295\",\"recruiterName\":\"邬女士\",\"job...   \n",
       "8   {\"jobId\":\"44810969\",\"recruiterName\":\"陈先生\",\"job...   \n",
       "9   {\"jobId\":\"56142583\",\"recruiterName\":\"王女士\",\"job...   \n",
       "10  {\"jobId\":\"43863229\",\"recruiterName\":\"庄女士\",\"job...   \n",
       "11  {\"jobId\":\"44949997\",\"recruiterName\":\"李女士\",\"job...   \n",
       "12  {\"jobId\":\"42975373\",\"recruiterName\":\"陈女士\",\"job...   \n",
       "13  {\"jobId\":\"44808007\",\"recruiterName\":\"陈女士\",\"job...   \n",
       "14  {\"jobId\":\"55722223\",\"recruiterName\":\"唐女士\",\"job...   \n",
       "15  {\"jobId\":\"44099555\",\"recruiterName\":\"郭女士\",\"job...   \n",
       "16  {\"jobId\":\"56306495\",\"recruiterName\":\"臧女士\",\"job...   \n",
       "17  {\"jobId\":\"45280189\",\"recruiterName\":\"胡女士\",\"job...   \n",
       "18  {\"jobId\":\"45307815\",\"recruiterName\":\"纪女士\",\"job...   \n",
       "19  {\"jobId\":\"41822517\",\"recruiterName\":\"许女士\",\"job...   \n",
       "20  {\"jobId\":\"45183899\",\"recruiterName\":\"李女士\",\"job...   \n",
       "21  {\"jobId\":\"45280187\",\"recruiterName\":\"胡女士\",\"job...   \n",
       "22  {\"jobId\":\"44046273\",\"recruiterName\":\"杨女士\",\"job...   \n",
       "23  {\"jobId\":\"7643641\",\"recruiterName\":\"杨先生\",\"jobK...   \n",
       "24  {\"jobId\":\"51720291\",\"recruiterName\":\"潘女士\",\"job...   \n",
       "25  {\"jobId\":\"45280019\",\"recruiterName\":\"胡女士\",\"job...   \n",
       "26  {\"jobId\":\"45131607\",\"recruiterName\":\"林先生\",\"job...   \n",
       "27  {\"jobId\":\"42880637\",\"recruiterName\":\"潘先生\",\"job...   \n",
       "28  {\"jobId\":\"57438265\",\"recruiterName\":\"李女士\",\"job...   \n",
       "29  {\"jobId\":\"55177509\",\"recruiterName\":\"孔女士\",\"job...   \n",
       "30  {\"jobId\":\"43795869\",\"recruiterName\":\"林女士\",\"job...   \n",
       "31  {\"jobId\":\"44633159\",\"recruiterName\":\"孟女士\",\"job...   \n",
       "32  {\"jobId\":\"45007687\",\"recruiterName\":\"赵先生\",\"job...   \n",
       "33  {\"jobId\":\"45098711\",\"recruiterName\":\"田先生\",\"job...   \n",
       "34  {\"jobId\":\"43470183\",\"recruiterName\":\"杨女士\",\"job...   \n",
       "35  {\"jobId\":\"55763181\",\"recruiterName\":\"谭女士\",\"job...   \n",
       "36  {\"jobId\":\"43066789\",\"recruiterName\":\"黎先生\",\"job...   \n",
       "37  {\"jobId\":\"43773655\",\"recruiterName\":\"李女士\",\"job...   \n",
       "38  {\"jobId\":\"57777369\",\"recruiterName\":\"赵女士\",\"job...   \n",
       "39  {\"jobId\":\"57209449\",\"recruiterName\":\"谭先生\",\"job...   \n",
       "\n",
       "                                           job.labels  \\\n",
       "0                                                  []   \n",
       "1                                                  []   \n",
       "2                                              [数据分析]   \n",
       "3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]   \n",
       "4                                                  []   \n",
       "5                                                  []   \n",
       "6                                                  []   \n",
       "7                             [供应链产品, 采购, 物流快递, 产品设计]   \n",
       "8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]   \n",
       "9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]   \n",
       "10                                             [架构设计]   \n",
       "11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...   \n",
       "12                                       [c端产品, 数据分析]   \n",
       "13                                              [制造业]   \n",
       "14                                 [用户研究, 产品规划, 数据分析]   \n",
       "15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]   \n",
       "16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...   \n",
       "17                          [供应链产品, 团队管理, 产品优化, 产品设计]   \n",
       "18                           [中台产品, 平台产品, 产品优化, 产品设计]   \n",
       "19                                 [产品设计, b端产品, 需求分析]   \n",
       "20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...   \n",
       "21                          [供应链产品, 团队管理, 产品优化, 产品设计]   \n",
       "22                                       [数据产品, 工具产品]   \n",
       "23                                                 []   \n",
       "24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...   \n",
       "25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]   \n",
       "26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]   \n",
       "27                               [金融产品, to B, web端产品]   \n",
       "28                                         [办公软件、工具类]   \n",
       "29                                                 []   \n",
       "30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]   \n",
       "31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...   \n",
       "32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]   \n",
       "33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]   \n",
       "34                           [海外产品, 产品规划, 产品设计, 竞品分析]   \n",
       "35                           [安全产品, 需求管理, 团队管理, 产品设计]   \n",
       "36                                                 []   \n",
       "37                                                 []   \n",
       "38                                            [计算机软件]   \n",
       "39                              [竞品分析, 战略规划咨询, 消费者研究]   \n",
       "\n",
       "                       job.title job.jobId  job.salary  job.dq job.jobKind  \\\n",
       "0                         医药产品经理  45288093      15-20k  广州-天河区           1   \n",
       "1                        产品经理-肿瘤  56161375      20-35k  广州-荔湾区           2   \n",
       "2                       潮玩盲盒产品经理  44235539      10-15k  广州-海珠区           2   \n",
       "3                           产品经理  52471955      10-15k  广州-海珠区           2   \n",
       "4                         电商产品经理  44884553      25-35k      广州           1   \n",
       "5                           品质PM  44607657  12-20k·13薪      广州           1   \n",
       "6                广花融资担保公司（筹）产品经理  57515707      10-20k  广州-花都区           2   \n",
       "7                      B端供应链产品经理  44794295  20-35k·14薪  广州-番禺区           1   \n",
       "8                         高级产品经理  44810969  20-25k·15薪  广州-越秀区           1   \n",
       "9                           产品经理  56142583      20-30k  广州-越秀区           2   \n",
       "10              产品经理（支付）(J11223)  43863229      16-35k  广州-海珠区           2   \n",
       "11                      AI应用产品经理  44949997  16-22k·15薪  广州-白云区           1   \n",
       "12                          产品经理  42975373      20-25k  广州-天河区           2   \n",
       "13                       MES产品经理  44808007  25-30k·16薪      广州           1   \n",
       "14                     文创产品经理/主管  55722223       8-12k  广州-海珠区           2   \n",
       "15                    数据产品经理（中台）  44099555  20-30k·15薪      广州           1   \n",
       "16                        民航产品经理  56306495      15-30k  广州-花都区           2   \n",
       "17                    产品经理（商品中心）  45280189      15-30k  广州-海珠区           1   \n",
       "18            产品经理（预售，员工分销）-国企正编  45307815      26-30k  广州-海珠区           1   \n",
       "19                          产品经理  41822517      10-20k  广州-黄埔区           2   \n",
       "20  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）  45183899  16-22k·15薪  广州-白云区           1   \n",
       "21                    产品经理（商品中心）  45280187      15-30k  广州-海珠区           1   \n",
       "22                     AI应用产品经理   44046273  18-19k·15薪      广州           1   \n",
       "23                          产品经理   7643641      25-35k      广州           2   \n",
       "24                          产品经理  51720291  20-50k·13薪  广州-天河区           2   \n",
       "25                          产品经理  45280019      15-30k  广州-海珠区           1   \n",
       "26                          产品经理  45131607      30-60k      广州           1   \n",
       "27                        高级产品经理  42880637      40-60k      广州           1   \n",
       "28                        高级产品经理  57438265  20-30k·13薪  广州-黄埔区           2   \n",
       "29                         产品经理岗  55177509      18-35k  广州-天河区           2   \n",
       "30                    产品经理（数据方向）  43795869  15-20k·18薪      广州           1   \n",
       "31                          产品经理  44633159  50-80k·16薪      广州           1   \n",
       "32                      垂直电商产品经理  45007687      15-25k      广州           1   \n",
       "33                  产品经理(J11093)  45098711        薪资面议  广州-黄埔区           2   \n",
       "34                      海外软件产品经理  43470183  35-65k·16薪  广州-黄埔区           1   \n",
       "35         产品经理-安全方向（广州）(J11694)  55763181      15-25k  广州-天河区           2   \n",
       "36                          产品经理  43066789      15-30k      广州           1   \n",
       "37                          产品经理  43773655      15-30k  广州-天河区           1   \n",
       "38                       物联网产品经理  57777369      12-20k  广州-天河区           2   \n",
       "39                        照明产品经理  57209449  20-25k·13薪  广州-白云区           2   \n",
       "\n",
       "                                       job.dataPromId job.refreshTime  ...  \\\n",
       "0   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230413192613  ...   \n",
       "1   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230216103639  ...   \n",
       "2   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230307150921  ...   \n",
       "3   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230411141336  ...   \n",
       "4   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230330145539  ...   \n",
       "5   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230321164901  ...   \n",
       "6   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230418091105  ...   \n",
       "7   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230328105859  ...   \n",
       "8   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230421110556  ...   \n",
       "9   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230421102138  ...   \n",
       "10  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20211125104506  ...   \n",
       "11  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230403105432  ...   \n",
       "12  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230414091141  ...   \n",
       "13  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230420093558  ...   \n",
       "14  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230321120241  ...   \n",
       "15  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230306110903  ...   \n",
       "16  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230404155444  ...   \n",
       "17  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230413162324  ...   \n",
       "18  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230419103328  ...   \n",
       "19  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20211214164804  ...   \n",
       "20  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230411135550  ...   \n",
       "21  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230413162324  ...   \n",
       "22  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230303103708  ...   \n",
       "23  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230323112810  ...   \n",
       "24  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20221206094018  ...   \n",
       "25  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230413162101  ...   \n",
       "26  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230421094144  ...   \n",
       "27  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230128203854  ...   \n",
       "28  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230330175512  ...   \n",
       "29  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20221222123631  ...   \n",
       "30  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230223174312  ...   \n",
       "31  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230322114446  ...   \n",
       "32  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230404142211  ...   \n",
       "33  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20221108092741  ...   \n",
       "34  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230411154613  ...   \n",
       "35  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230421140848  ...   \n",
       "36  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230404181136  ...   \n",
       "37  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230412133907  ...   \n",
       "38  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230413135515  ...   \n",
       "39  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230322183423  ...   \n",
       "\n",
       "    recruiter.imUserType comp.compScale  comp.compIndustry comp.compStage  \\\n",
       "0                      2         50-99人               医药流通          融资未公开   \n",
       "1                      2       500-999人                 制药            NaN   \n",
       "2                      2         50-99人                NaN            NaN   \n",
       "3                      2     1000-2000人                工艺品            NaN   \n",
       "4                      2     2000-5000人           食品/饮料/酒水            已上市   \n",
       "5                      2          1-49人             贸易/进出口          融资未公开   \n",
       "6                      2         50-99人            其他商务服务业          融资未公开   \n",
       "7                      2       100-499人                互联网          不需要融资   \n",
       "8                      2       100-499人         内容(音视频/阅读)          融资未公开   \n",
       "9                      2       500-999人               电子商务            NaN   \n",
       "10                     2     2000-5000人               电子商务             D轮   \n",
       "11                     2     2000-5000人           食品/饮料/酒水          融资未公开   \n",
       "12                     2       100-499人               电子商务            NaN   \n",
       "13                     2                               互联网            NaN   \n",
       "14                     2          1-49人              文化艺术业            NaN   \n",
       "15                     2       500-999人             专业技术服务             A轮   \n",
       "16                     2       100-499人               人工智能             C轮   \n",
       "17                     2       100-499人               IT服务            NaN   \n",
       "18                     2       100-499人               IT服务            NaN   \n",
       "19                     2     2000-5000人                 制药         沪深A股上市   \n",
       "20                     2     2000-5000人           食品/饮料/酒水          融资未公开   \n",
       "21                     2       100-499人               IT服务            NaN   \n",
       "22                     2     2000-5000人           食品/饮料/日化          融资未公开   \n",
       "23                     2       500-999人                 制药         沪深A股上市   \n",
       "24                     2    5000-10000人               IT服务       其他股票市场上市   \n",
       "25                     2       100-499人               IT服务            NaN   \n",
       "26                     2    5000-10000人              计算机软件            已上市   \n",
       "27                     2     2000-5000人           基金/证券/期货           战略融资   \n",
       "28                     2    5000-10000人              计算机软件         沪深A股上市   \n",
       "29                     2    5000-10000人                 银行            NaN   \n",
       "30                     2     1000-2000人                互联网          融资未公开   \n",
       "31                     2                       电子/半导体/集成电路            NaN   \n",
       "32                     2       100-499人               电子商务          融资未公开   \n",
       "33                     2     2000-5000人           食品/饮料/酒水         沪深A股上市   \n",
       "34                     2    5000-10000人              计算机软件            已上市   \n",
       "35                     2    5000-10000人              计算机软件            NaN   \n",
       "36                     2       100-499人               智能安防          融资未公开   \n",
       "37                     2       100-499人                 制药          融资未公开   \n",
       "38                     2       500-999人                互联网            NaN   \n",
       "39                     2                              电子商务            NaN   \n",
       "\n",
       "                      comp.compLogo     comp.compName  \\\n",
       "0   60e2fe0bf3df194a3c48adb502u.png         某北京医药流通公司   \n",
       "1   5bfea0c574719d2aa34c074f03a.png     李氏大药厂(香港)有限公司   \n",
       "2   61b07937d0458d53c627567e02u.jpg    北京妙趣盒生文化传播有限公司   \n",
       "3   61a5bb22f96ca95918aa2e9206u.png      广东森宝文化实业有限公司   \n",
       "4   60e2fe0bf3df194a3c48adb502u.png         某国内制药上市公司   \n",
       "5   60e2fe0bf3df194a3c48adb502u.png          某贸易进出口公司   \n",
       "6   61b07937d0458d53c627567e02u.jpg    广州智都投资控股集团有限公司   \n",
       "7   60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司   \n",
       "8   60e2fe0bf3df194a3c48adb502u.png          运营商全资子公司   \n",
       "9   634f899ab0584d35822417cb06u.png   文峰荟(广州)企业管理有限公司   \n",
       "10  60096cb986ddfd21f7c973d408u.png              致景科技   \n",
       "11  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司   \n",
       "12  60af42bdd7e0220766018e7304u.png              丹霄技术   \n",
       "13  60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司   \n",
       "14  63da3c9d211aff1618cde20207u.png            恒鼎文化传媒   \n",
       "15  60e2fe0bf3df194a3c48adb502u.png     某广州大型专业技术服务公司   \n",
       "16  62860cf27933ee37f03c289902u.png              高重科技   \n",
       "17  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       "18  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       "19  5bfe91b674719d35745ae24c03a.png              凯普生物   \n",
       "20  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司   \n",
       "21  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       "22  60e2fe0bf3df194a3c48adb502u.png          知名港资快消集团   \n",
       "23  60f0012c66b5e17b60aa022905u.png               一品红   \n",
       "24  5bfe91e274719d35745aeb5b03a.png              恒赢智航   \n",
       "25  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       "26  60e2fe0bf3df194a3c48adb502u.png      某广州计算机软件上市公司   \n",
       "27  60e2fe0bf3df194a3c48adb502u.png     某大型基金/证券/期货公司   \n",
       "28  5bfe95c674719df0ac98e51303a.png              视源股份   \n",
       "29  5bfe900574719d35745a8df003a.png        广州银行股份有限公司   \n",
       "30  60e2fe0bf3df194a3c48adb502u.png        某大型知名互联网公司   \n",
       "31  60e2fe0bf3df194a3c48adb502u.png  某深圳电子/半导体/集成电路公司   \n",
       "32  60e2fe0bf3df194a3c48adb502u.png         某宁波电子商务公司   \n",
       "33  5ec39993f2540204574caa5008u.jpg              汤臣倍健   \n",
       "34  60e2fe0bf3df194a3c48adb502u.png         某广州知名上市公司   \n",
       "35  62d900a5068a783307d8850402u.png      建信金融科技有限责任公司   \n",
       "36  60e2fe0bf3df194a3c48adb502u.png             某安防公司   \n",
       "37  60e2fe0bf3df194a3c48adb502u.png           某国内制药公司   \n",
       "38  5bfe9c5774719df0ac9a31bc03a.png              越亮传奇   \n",
       "39  6407f5d3a62c5e5a8dcc4aeb06u.png             泰容亿科技   \n",
       "\n",
       "                                   comp.link  job.pcOuterLink job.h5OuterLink  \\\n",
       "0                                                         NaN             NaN   \n",
       "1    https://www.liepin.com/company/9510141/                                    \n",
       "2   https://www.liepin.com/company/12846035/                                    \n",
       "3   https://www.liepin.com/company/13001749/                                    \n",
       "4                                                         NaN             NaN   \n",
       "5                                                         NaN             NaN   \n",
       "6   https://www.liepin.com/company/13183547/                                    \n",
       "7                                                         NaN             NaN   \n",
       "8                                                         NaN             NaN   \n",
       "9   https://www.liepin.com/company/13297665/                                    \n",
       "10   https://www.liepin.com/company/8448877/                                    \n",
       "11                                                        NaN             NaN   \n",
       "12   https://www.liepin.com/company/9886227/                                    \n",
       "13                                                        NaN             NaN   \n",
       "14  https://www.liepin.com/company/13393455/                                    \n",
       "15                                                        NaN             NaN   \n",
       "16   https://www.liepin.com/company/9368549/                                    \n",
       "17                                                        NaN             NaN   \n",
       "18                                                        NaN             NaN   \n",
       "19   https://www.liepin.com/company/8086509/                                    \n",
       "20                                                        NaN             NaN   \n",
       "21                                                        NaN             NaN   \n",
       "22                                                        NaN             NaN   \n",
       "23   https://www.liepin.com/company/8788514/                                    \n",
       "24   https://www.liepin.com/company/9600943/                                    \n",
       "25                                                        NaN             NaN   \n",
       "26                                                        NaN             NaN   \n",
       "27                                                        NaN             NaN   \n",
       "28   https://www.liepin.com/company/7854025/                                    \n",
       "29   https://www.liepin.com/company/6017109/                                    \n",
       "30                                                        NaN             NaN   \n",
       "31                                                        NaN             NaN   \n",
       "32                                                        NaN             NaN   \n",
       "33   https://www.liepin.com/company/8080810/                                    \n",
       "34                                                        NaN             NaN   \n",
       "35   https://www.liepin.com/company/9749905/                                    \n",
       "36                                                        NaN             NaN   \n",
       "37                                                        NaN             NaN   \n",
       "38   https://www.liepin.com/company/1327734/                                    \n",
       "39  https://www.liepin.com/company/13450471/                                    \n",
       "\n",
       "   comp.compId  \n",
       "0          NaN  \n",
       "1    9510141.0  \n",
       "2   12846035.0  \n",
       "3   13001749.0  \n",
       "4          NaN  \n",
       "5          NaN  \n",
       "6   13183547.0  \n",
       "7          NaN  \n",
       "8          NaN  \n",
       "9   13297665.0  \n",
       "10   8448877.0  \n",
       "11         NaN  \n",
       "12   9886227.0  \n",
       "13         NaN  \n",
       "14  13393455.0  \n",
       "15         NaN  \n",
       "16   9368549.0  \n",
       "17         NaN  \n",
       "18         NaN  \n",
       "19   8086509.0  \n",
       "20         NaN  \n",
       "21         NaN  \n",
       "22         NaN  \n",
       "23   8788514.0  \n",
       "24   9600943.0  \n",
       "25         NaN  \n",
       "26         NaN  \n",
       "27         NaN  \n",
       "28   7854025.0  \n",
       "29   6017109.0  \n",
       "30         NaN  \n",
       "31         NaN  \n",
       "32         NaN  \n",
       "33   8080810.0  \n",
       "34         NaN  \n",
       "35   9749905.0  \n",
       "36         NaN  \n",
       "37         NaN  \n",
       "38   1327734.0  \n",
       "39  13450471.0  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "16bf631a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 2.创建翻页数据\n",
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "1944bed1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 10,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 11,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 12,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 13,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 14,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 15,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 16,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 17,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 18,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 19,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 20,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 创建payload\n",
    "payload_page = [] \n",
    "for i in range(21):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "ff0903b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "#批量存储数据\n",
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "96bc55f0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[                                           dataParams  \\\n",
       " 0   {\"recruiterName\":\"王女士\",\"jobId\":\"45288093\",\"imI...   \n",
       " 1   {\"recruiterName\":\"孟女士\",\"jobId\":\"56161375\",\"imI...   \n",
       " 2   {\"recruiterName\":\"朱女士\",\"jobId\":\"44235539\",\"imI...   \n",
       " 3   {\"recruiterName\":\"陈女士\",\"jobId\":\"52471955\",\"imI...   \n",
       " 4   {\"recruiterName\":\"汪女士\",\"jobId\":\"44884553\",\"imI...   \n",
       " 5   {\"recruiterName\":\"黄女士\",\"jobId\":\"44607657\",\"imI...   \n",
       " 6   {\"recruiterName\":\"齐女士\",\"jobId\":\"57515707\",\"imI...   \n",
       " 7   {\"recruiterName\":\"邬女士\",\"jobId\":\"44794295\",\"imI...   \n",
       " 8   {\"recruiterName\":\"陈先生\",\"jobId\":\"44810969\",\"imI...   \n",
       " 9   {\"recruiterName\":\"王女士\",\"jobId\":\"56142583\",\"imI...   \n",
       " 10  {\"recruiterName\":\"庄女士\",\"jobId\":\"43863229\",\"imI...   \n",
       " 11  {\"recruiterName\":\"李女士\",\"jobId\":\"44949997\",\"imI...   \n",
       " 12  {\"recruiterName\":\"陈女士\",\"jobId\":\"42975373\",\"imI...   \n",
       " 13  {\"recruiterName\":\"陈女士\",\"jobId\":\"44808007\",\"imI...   \n",
       " 14  {\"recruiterName\":\"唐女士\",\"jobId\":\"55722223\",\"imI...   \n",
       " 15  {\"recruiterName\":\"郭女士\",\"jobId\":\"44099555\",\"imI...   \n",
       " 16  {\"recruiterName\":\"臧女士\",\"jobId\":\"56306495\",\"imI...   \n",
       " 17  {\"recruiterName\":\"胡女士\",\"jobId\":\"45280189\",\"imI...   \n",
       " 18  {\"recruiterName\":\"纪女士\",\"jobId\":\"45307815\",\"imI...   \n",
       " 19  {\"recruiterName\":\"许女士\",\"jobId\":\"41822517\",\"imI...   \n",
       " 20  {\"recruiterName\":\"李女士\",\"jobId\":\"45183899\",\"imI...   \n",
       " 21  {\"recruiterName\":\"胡女士\",\"jobId\":\"45280187\",\"imI...   \n",
       " 22  {\"recruiterName\":\"杨女士\",\"jobId\":\"44046273\",\"imI...   \n",
       " 23  {\"recruiterName\":\"杨先生\",\"jobId\":\"7643641\",\"imId...   \n",
       " 24  {\"recruiterName\":\"潘女士\",\"jobId\":\"51720291\",\"imI...   \n",
       " 25  {\"recruiterName\":\"胡女士\",\"jobId\":\"45280019\",\"imI...   \n",
       " 26  {\"recruiterName\":\"林先生\",\"jobId\":\"45131607\",\"imI...   \n",
       " 27  {\"recruiterName\":\"潘先生\",\"jobId\":\"42880637\",\"imI...   \n",
       " 28  {\"recruiterName\":\"李女士\",\"jobId\":\"57438265\",\"imI...   \n",
       " 29  {\"recruiterName\":\"孔女士\",\"jobId\":\"55177509\",\"imI...   \n",
       " 30  {\"recruiterName\":\"林女士\",\"jobId\":\"43795869\",\"imI...   \n",
       " 31  {\"recruiterName\":\"孟女士\",\"jobId\":\"44633159\",\"imI...   \n",
       " 32  {\"recruiterName\":\"赵先生\",\"jobId\":\"45007687\",\"imI...   \n",
       " 33  {\"recruiterName\":\"田先生\",\"jobId\":\"45098711\",\"imI...   \n",
       " 34  {\"recruiterName\":\"杨女士\",\"jobId\":\"43470183\",\"imI...   \n",
       " 35  {\"recruiterName\":\"谭女士\",\"jobId\":\"55763181\",\"imI...   \n",
       " 36  {\"recruiterName\":\"黎先生\",\"jobId\":\"43066789\",\"imI...   \n",
       " 37  {\"recruiterName\":\"李女士\",\"jobId\":\"43773655\",\"imI...   \n",
       " 38  {\"recruiterName\":\"赵女士\",\"jobId\":\"57777369\",\"imI...   \n",
       " 39  {\"recruiterName\":\"谭先生\",\"jobId\":\"57209449\",\"imI...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " \n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       " 0                                                  []      15-20k  广州-天河区   \n",
       " 1                                                  []      20-35k  广州-荔湾区   \n",
       " 2                                              [数据分析]      10-15k  广州-海珠区   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]      10-15k  广州-海珠区   \n",
       " 4                                                  []      25-35k      广州   \n",
       " 5                                                  []  12-20k·13薪      广州   \n",
       " 6                                                  []      10-20k  广州-花都区   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]  20-35k·14薪  广州-番禺区   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]  20-25k·15薪  广州-越秀区   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]      20-30k  广州-越秀区   \n",
       " 10                                             [架构设计]      16-35k  广州-海珠区   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...  16-22k·15薪  广州-白云区   \n",
       " 12                                       [c端产品, 数据分析]      20-25k  广州-天河区   \n",
       " 13                                              [制造业]  25-30k·16薪      广州   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]       8-12k  广州-海珠区   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  20-30k·15薪      广州   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...      15-30k  广州-花都区   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]      15-30k  广州-海珠区   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]      26-30k  广州-海珠区   \n",
       " 19                                 [产品设计, b端产品, 需求分析]      10-20k  广州-黄埔区   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...  16-22k·15薪  广州-白云区   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]      15-30k  广州-海珠区   \n",
       " 22                                       [数据产品, 工具产品]  18-19k·15薪      广州   \n",
       " 23                                                 []      25-35k      广州   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...  20-50k·13薪  广州-天河区   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]      15-30k  广州-海珠区   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]      30-60k      广州   \n",
       " 27                               [金融产品, to B, web端产品]      40-60k      广州   \n",
       " 28                                         [办公软件、工具类]  20-30k·13薪  广州-黄埔区   \n",
       " 29                                                 []      18-35k  广州-天河区   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]  15-20k·18薪      广州   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...  50-80k·16薪      广州   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]      15-25k      广州   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]        薪资面议  广州-黄埔区   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]  35-65k·16薪  广州-黄埔区   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]      15-25k  广州-天河区   \n",
       " 36                                                 []      15-30k      广州   \n",
       " 37                                                 []      15-30k  广州-天河区   \n",
       " 38                                            [计算机软件]      12-20k  广州-天河区   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]  20-25k·13薪  广州-白云区   \n",
       " \n",
       "    job.jobId                     job.title  job.topJob job.refreshTime  \\\n",
       " 0   45288093                        医药产品经理       False  20230413192613   \n",
       " 1   56161375                       产品经理-肿瘤       False  20230216103639   \n",
       " 2   44235539                      潮玩盲盒产品经理       False  20230307150921   \n",
       " 3   52471955                          产品经理       False  20230411141336   \n",
       " 4   44884553                        电商产品经理       False  20230330145539   \n",
       " 5   44607657                          品质PM       False  20230321164901   \n",
       " 6   57515707               广花融资担保公司（筹）产品经理       False  20230418091105   \n",
       " 7   44794295                     B端供应链产品经理       False  20230328105859   \n",
       " 8   44810969                        高级产品经理       False  20230421110556   \n",
       " 9   56142583                          产品经理       False  20230421102138   \n",
       " 10  43863229              产品经理（支付）(J11223)       False  20211125104506   \n",
       " 11  44949997                      AI应用产品经理       False  20230403105432   \n",
       " 12  42975373                          产品经理       False  20230414091141   \n",
       " 13  44808007                       MES产品经理       False  20230420093558   \n",
       " 14  55722223                     文创产品经理/主管       False  20230321120241   \n",
       " 15  44099555                    数据产品经理（中台）       False  20230306110903   \n",
       " 16  56306495                        民航产品经理       False  20230404155444   \n",
       " 17  45280189                    产品经理（商品中心）       False  20230413162324   \n",
       " 18  45307815            产品经理（预售，员工分销）-国企正编       False  20230419103328   \n",
       " 19  41822517                          产品经理       False  20211214164804   \n",
       " 20  45183899  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）       False  20230411135550   \n",
       " 21  45280187                    产品经理（商品中心）       False  20230413162324   \n",
       " 22  44046273                     AI应用产品经理        False  20230303103708   \n",
       " 23   7643641                          产品经理       False  20230323112810   \n",
       " 24  51720291                          产品经理       False  20221206094018   \n",
       " 25  45280019                          产品经理       False  20230413162101   \n",
       " 26  45131607                          产品经理       False  20230421094144   \n",
       " 27  42880637                        高级产品经理       False  20230128203854   \n",
       " 28  57438265                        高级产品经理       False  20230330175512   \n",
       " 29  55177509                         产品经理岗       False  20221222123631   \n",
       " 30  43795869                    产品经理（数据方向）       False  20230223174312   \n",
       " 31  44633159                          产品经理       False  20230322114446   \n",
       " 32  45007687                      垂直电商产品经理       False  20230404142211   \n",
       " 33  45098711                  产品经理(J11093)       False  20221108092741   \n",
       " 34  43470183                      海外软件产品经理       False  20230411154613   \n",
       " 35  55763181         产品经理-安全方向（广州）(J11694)       False  20230421140848   \n",
       " 36  43066789                          产品经理       False  20230404181136   \n",
       " 37  43773655                          产品经理       False  20230412133907   \n",
       " 38  57777369                       物联网产品经理       False  20230413135515   \n",
       " 39  57209449                        照明产品经理       False  20230322183423   \n",
       " \n",
       "                                        job.dataPromId  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compStage  \\\n",
       " 0    63fc55f5f6f3654cff90476303u.png          融资未公开   \n",
       " 1    5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 2    5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 3    5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " 4    6239435dbf25ff5ff20a8e5605u.jpg            已上市   \n",
       " 5    60f7762017b23e15ed84a9a008u.jpg          融资未公开   \n",
       " 6    5f8f9865ea60860b75384fa508u.jpg          融资未公开   \n",
       " 7    6144210d021e5332beb3eaa601u.png          不需要融资   \n",
       " 8    6100ba7999bae10d052ceaa608u.png          融资未公开   \n",
       " 9    5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg             D轮   \n",
       " 11   612f3bce95c03625d0aa7d1a04u.jpg          融资未公开   \n",
       " 12   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 13   6041904cac649a4e4185175f05u.png            NaN   \n",
       " 14   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 15   628c33a6256da95d600ec7a305u.jpg             A轮   \n",
       " 16  63749d37ea177d16a68dcfd601u.jpeg             C轮   \n",
       " 17   5f8fa3bddfb13a7dee343d7608u.png            NaN   \n",
       " 18   642e8e49de25b83c3c8d509707u.png            NaN   \n",
       " 19   54d1e78d712eb4f6b84c788f02c.jpg         沪深A股上市   \n",
       " 20   612f3bce95c03625d0aa7d1a04u.jpg          融资未公开   \n",
       " 21   5f8fa3bddfb13a7dee343d7608u.png            NaN   \n",
       " 22  636899c231cd614a2518fd6603u.jpeg          融资未公开   \n",
       " 23   5f8f986aea60860b75384fab08u.jpg         沪深A股上市   \n",
       " 24   5f8f98648dbe6273dcf8515508u.jpg       其他股票市场上市   \n",
       " 25   5f8fa3bddfb13a7dee343d7608u.png            NaN   \n",
       " 26   60594891e67dd642e66167e607u.jpg            已上市   \n",
       " 27   5f8fa3a679c7cc70efbf444e08u.png           战略融资   \n",
       " 28   5f8f98648dbe6273dcf8515508u.jpg         沪深A股上市   \n",
       " 29   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 30   61763c997ee42471be22de7101u.png          融资未公开   \n",
       " 31   641a757dffdf96787e4eef0105u.png            NaN   \n",
       " 32   60aef83a1d480101d4219a6e07u.png          融资未公开   \n",
       " 33   5f8f986c79c7cc70efbf36c808u.jpg         沪深A股上市   \n",
       " 34   623ad357dba87875df4a0eee03u.png            已上市   \n",
       " 35   5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 36   5fc838b87d6477448762618c01u.png          融资未公开   \n",
       " 37   5f8fa3bddfb13a7dee343d7608u.png          融资未公开   \n",
       " 38   54d1e761712e7147fd8062c902c.jpg            NaN   \n",
       " 39   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry     comp.compName  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png              医药流通         某北京医药流通公司   \n",
       " 1   5bfea0c574719d2aa34c074f03a.png                制药     李氏大药厂(香港)有限公司   \n",
       " 2   61b07937d0458d53c627567e02u.jpg               NaN    北京妙趣盒生文化传播有限公司   \n",
       " 3   61a5bb22f96ca95918aa2e9206u.png               工艺品      广东森宝文化实业有限公司   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水         某国内制药上市公司   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png            贸易/进出口          某贸易进出口公司   \n",
       " 6   61b07937d0458d53c627567e02u.jpg           其他商务服务业    广州智都投资控股集团有限公司   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png               互联网          某广州互联网公司   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png        内容(音视频/阅读)          运营商全资子公司   \n",
       " 9   634f899ab0584d35822417cb06u.png              电子商务   文峰荟(广州)企业管理有限公司   \n",
       " 10  60096cb986ddfd21f7c973d408u.png              电子商务              致景科技   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水   某国内大型食品/饮料/酒水公司   \n",
       " 12  60af42bdd7e0220766018e7304u.png              电子商务              丹霄技术   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png               互联网          某广州互联网公司   \n",
       " 14  63da3c9d211aff1618cde20207u.png             文化艺术业            恒鼎文化传媒   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png            专业技术服务     某广州大型专业技术服务公司   \n",
       " 16  62860cf27933ee37f03c289902u.png              人工智能              高重科技   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png              IT服务         某广州IT服务公司   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png              IT服务         某广州IT服务公司   \n",
       " 19  5bfe91b674719d35745ae24c03a.png                制药              凯普生物   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水   某国内大型食品/饮料/酒水公司   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png              IT服务         某广州IT服务公司   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/日化          知名港资快消集团   \n",
       " 23  60f0012c66b5e17b60aa022905u.png                制药               一品红   \n",
       " 24  5bfe91e274719d35745aeb5b03a.png              IT服务              恒赢智航   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png              IT服务         某广州IT服务公司   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png             计算机软件      某广州计算机软件上市公司   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png          基金/证券/期货     某大型基金/证券/期货公司   \n",
       " 28  5bfe95c674719df0ac98e51303a.png             计算机软件              视源股份   \n",
       " 29  5bfe900574719d35745a8df003a.png                银行        广州银行股份有限公司   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png               互联网        某大型知名互联网公司   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png       电子/半导体/集成电路  某深圳电子/半导体/集成电路公司   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png              电子商务         某宁波电子商务公司   \n",
       " 33  5ec39993f2540204574caa5008u.jpg          食品/饮料/酒水              汤臣倍健   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png             计算机软件         某广州知名上市公司   \n",
       " 35  62d900a5068a783307d8850402u.png             计算机软件      建信金融科技有限责任公司   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png              智能安防             某安防公司   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png                制药           某国内制药公司   \n",
       " 38  5bfe9c5774719df0ac9a31bc03a.png               互联网              越亮传奇   \n",
       " 39  6407f5d3a62c5e5a8dcc4aeb06u.png              电子商务             泰容亿科技   \n",
       " \n",
       "                                    comp.link comp.compScale  job.pcOuterLink  \\\n",
       " 0                                                    50-99人              NaN   \n",
       " 1    https://www.liepin.com/company/9510141/       500-999人                    \n",
       " 2   https://www.liepin.com/company/12846035/         50-99人                    \n",
       " 3   https://www.liepin.com/company/13001749/     1000-2000人                    \n",
       " 4                                                2000-5000人              NaN   \n",
       " 5                                                     1-49人              NaN   \n",
       " 6   https://www.liepin.com/company/13183547/         50-99人                    \n",
       " 7                                                  100-499人              NaN   \n",
       " 8                                                  100-499人              NaN   \n",
       " 9   https://www.liepin.com/company/13297665/       500-999人                    \n",
       " 10   https://www.liepin.com/company/8448877/     2000-5000人                    \n",
       " 11                                               2000-5000人              NaN   \n",
       " 12   https://www.liepin.com/company/9886227/       100-499人                    \n",
       " 13                                                                       NaN   \n",
       " 14  https://www.liepin.com/company/13393455/          1-49人                    \n",
       " 15                                                 500-999人              NaN   \n",
       " 16   https://www.liepin.com/company/9368549/       100-499人                    \n",
       " 17                                                 100-499人              NaN   \n",
       " 18                                                 100-499人              NaN   \n",
       " 19   https://www.liepin.com/company/8086509/     2000-5000人                    \n",
       " 20                                               2000-5000人              NaN   \n",
       " 21                                                 100-499人              NaN   \n",
       " 22                                               2000-5000人              NaN   \n",
       " 23   https://www.liepin.com/company/8788514/       500-999人                    \n",
       " 24   https://www.liepin.com/company/9600943/    5000-10000人                    \n",
       " 25                                                 100-499人              NaN   \n",
       " 26                                              5000-10000人              NaN   \n",
       " 27                                               2000-5000人              NaN   \n",
       " 28   https://www.liepin.com/company/7854025/    5000-10000人                    \n",
       " 29   https://www.liepin.com/company/6017109/    5000-10000人                    \n",
       " 30                                               1000-2000人              NaN   \n",
       " 31                                                                       NaN   \n",
       " 32                                                 100-499人              NaN   \n",
       " 33   https://www.liepin.com/company/8080810/     2000-5000人                    \n",
       " 34                                              5000-10000人              NaN   \n",
       " 35   https://www.liepin.com/company/9749905/    5000-10000人                    \n",
       " 36                                                 100-499人              NaN   \n",
       " 37                                                 100-499人              NaN   \n",
       " 38   https://www.liepin.com/company/1327734/       500-999人                    \n",
       " 39  https://www.liepin.com/company/13450471/                                   \n",
       " \n",
       "    job.h5OuterLink comp.compId  \n",
       " 0              NaN         NaN  \n",
       " 1                    9510141.0  \n",
       " 2                   12846035.0  \n",
       " 3                   13001749.0  \n",
       " 4              NaN         NaN  \n",
       " 5              NaN         NaN  \n",
       " 6                   13183547.0  \n",
       " 7              NaN         NaN  \n",
       " 8              NaN         NaN  \n",
       " 9                   13297665.0  \n",
       " 10                   8448877.0  \n",
       " 11             NaN         NaN  \n",
       " 12                   9886227.0  \n",
       " 13             NaN         NaN  \n",
       " 14                  13393455.0  \n",
       " 15             NaN         NaN  \n",
       " 16                   9368549.0  \n",
       " 17             NaN         NaN  \n",
       " 18             NaN         NaN  \n",
       " 19                   8086509.0  \n",
       " 20             NaN         NaN  \n",
       " 21             NaN         NaN  \n",
       " 22             NaN         NaN  \n",
       " 23                   8788514.0  \n",
       " 24                   9600943.0  \n",
       " 25             NaN         NaN  \n",
       " 26             NaN         NaN  \n",
       " 27             NaN         NaN  \n",
       " 28                   7854025.0  \n",
       " 29                   6017109.0  \n",
       " 30             NaN         NaN  \n",
       " 31             NaN         NaN  \n",
       " 32             NaN         NaN  \n",
       " 33                   8080810.0  \n",
       " 34             NaN         NaN  \n",
       " 35                   9749905.0  \n",
       " 36             NaN         NaN  \n",
       " 37             NaN         NaN  \n",
       " 38                   1327734.0  \n",
       " 39                  13450471.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"imId\":\"0950661f126a6a1ce77954e2c72cabb6\",\"im...   \n",
       " 1   {\"imId\":\"fdb297e5cdef0dd5613348042573671f\",\"im...   \n",
       " 2   {\"imId\":\"e92823ee8be379166e8893c9219f7e03\",\"im...   \n",
       " 3   {\"imId\":\"3856590f4c95362ab8186adbf6c31dd6\",\"im...   \n",
       " 4   {\"imId\":\"d4d255439c55db2fe7b184a1ccff1ea4\",\"im...   \n",
       " 5   {\"imId\":\"f1babf1239ec0f75a8576116ff288909\",\"im...   \n",
       " 6   {\"imId\":\"2e2678cb5cd647bb7ea58b95d93937d7\",\"im...   \n",
       " 7   {\"imId\":\"f3e9109e8225cee10e33f8ac54fbf39e\",\"im...   \n",
       " 8   {\"imId\":\"09769b50912e55a1be3900059d28d9fd\",\"im...   \n",
       " 9   {\"imId\":\"ae28de7e05e365ec4905a3841e4dc3ea\",\"im...   \n",
       " 10  {\"imId\":\"1ff91052738743e19809d03804875792\",\"im...   \n",
       " 11  {\"imId\":\"47c7281c664c4cfbdfb6df235db455f2\",\"im...   \n",
       " 12  {\"imId\":\"091704632b0de49d10eee5f74aeb3ab8\",\"im...   \n",
       " 13  {\"imId\":\"57d1feab0f44c5a4337193710fe42056\",\"im...   \n",
       " 14  {\"imId\":\"0b64e00a67b1d9a5e4b537e9b7803e4b\",\"im...   \n",
       " 15  {\"imId\":\"88fc68c3e5aa2b3bf4067025f1d6ce6f\",\"im...   \n",
       " 16  {\"imId\":\"6b598284f809685dd6a9d1214a39013b\",\"im...   \n",
       " 17  {\"imId\":\"20885e870931c562fdb0a7e165355a7f\",\"im...   \n",
       " 18  {\"imId\":\"84bda8083fce65928f669bb17ec3d8eb\",\"im...   \n",
       " 19  {\"imId\":\"8951c85dd8b85b3c062c1b1ee9c7454d\",\"im...   \n",
       " 20  {\"imId\":\"47c7281c664c4cfbdfb6df235db455f2\",\"im...   \n",
       " 21  {\"imId\":\"20885e870931c562fdb0a7e165355a7f\",\"im...   \n",
       " 22  {\"imId\":\"6562ab6805ed6c31063dfc1b00f6daab\",\"im...   \n",
       " 23  {\"imId\":\"2edd5d384c7f34508d1ff84e0a6c6898\",\"im...   \n",
       " 24  {\"imId\":\"7054bea032224cbe4a7a04e7d95591ea\",\"im...   \n",
       " 25  {\"imId\":\"20885e870931c562fdb0a7e165355a7f\",\"im...   \n",
       " 26  {\"imId\":\"684fde117e1cc80562cb88e0a323364d\",\"im...   \n",
       " 27  {\"imId\":\"58a1a30e81a9f4892980490a0cdf2257\",\"im...   \n",
       " 28  {\"imId\":\"3d984b48faf63c3239e48140c0193d97\",\"im...   \n",
       " 29  {\"imId\":\"a59effad6b4824f024eff958a002fd93\",\"im...   \n",
       " 30  {\"imId\":\"96bc5ac5f2ea72f19941166e65ebdb6f\",\"im...   \n",
       " 31  {\"imId\":\"df3f892a076757bf99c4538f2a55bd77\",\"im...   \n",
       " 32  {\"imId\":\"b69495e1f8cfa827dfb6df235db455f2\",\"im...   \n",
       " 33  {\"imId\":\"3d916811f6aedd61ef38cb0ce6f46cd7\",\"im...   \n",
       " 34  {\"imId\":\"8a56296a046a659e01ab80e4a8b96567\",\"im...   \n",
       " 35  {\"imId\":\"2879a93a141a991dd1ab17cab7c5f1ad\",\"im...   \n",
       " 36  {\"imId\":\"a75b25f528b30730337193710fe42056\",\"im...   \n",
       " 37  {\"imId\":\"0168b7090abcfb8e5d887c62117912b0\",\"im...   \n",
       " 38  {\"imId\":\"3b37f6bb027ba58b78f5885b11a76839\",\"im...   \n",
       " 39  {\"imId\":\"74319f538e9a62649a60b5cc1b6a8566\",\"im...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 5   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 6   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 7   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 9   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 11  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0                                                  []  20230413192613   \n",
       " 1                                                  []  20230216103639   \n",
       " 2                                              [数据分析]  20230307150921   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]  20230411141336   \n",
       " 4                                                  []  20230330145539   \n",
       " 5                                                  []  20230321164901   \n",
       " 6                                                  []  20230418091105   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]  20230328105859   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]  20230421110556   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]  20230421102138   \n",
       " 10                                             [架构设计]  20211125104506   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...  20230403105432   \n",
       " 12                                       [c端产品, 数据分析]  20230414091141   \n",
       " 13                                              [制造业]  20230420093558   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]  20230321120241   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  20230306110903   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...  20230404155444   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]  20230413162324   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]  20230419103328   \n",
       " 19                                 [产品设计, b端产品, 需求分析]  20211214164804   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...  20230411135550   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]  20230413162324   \n",
       " 22                                       [数据产品, 工具产品]  20230303103708   \n",
       " 23                                                 []  20230323112810   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...  20221206094018   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]  20230413162101   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]  20230421094144   \n",
       " 27                               [金融产品, to B, web端产品]  20230128203854   \n",
       " 28                                         [办公软件、工具类]  20230330175512   \n",
       " 29                                                 []  20221222123631   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]  20230223174312   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...  20230322114446   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]  20230404142211   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]  20221108092741   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]  20230411154613   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]  20230421140848   \n",
       " 36                                                 []  20230404181136   \n",
       " 37                                                 []  20230412133907   \n",
       " 38                                            [计算机软件]  20230413135515   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]  20230322183423   \n",
       " \n",
       "     job.topJob job.jobKind job.jobId                     job.title  \\\n",
       " 0        False           1  45288093                        医药产品经理   \n",
       " 1        False           2  56161375                       产品经理-肿瘤   \n",
       " 2        False           2  44235539                      潮玩盲盒产品经理   \n",
       " 3        False           2  52471955                          产品经理   \n",
       " 4        False           1  44884553                        电商产品经理   \n",
       " 5        False           1  44607657                          品质PM   \n",
       " 6        False           2  57515707               广花融资担保公司（筹）产品经理   \n",
       " 7        False           1  44794295                     B端供应链产品经理   \n",
       " 8        False           1  44810969                        高级产品经理   \n",
       " 9        False           2  56142583                          产品经理   \n",
       " 10       False           2  43863229              产品经理（支付）(J11223)   \n",
       " 11       False           1  44949997                      AI应用产品经理   \n",
       " 12       False           2  42975373                          产品经理   \n",
       " 13       False           1  44808007                       MES产品经理   \n",
       " 14       False           2  55722223                     文创产品经理/主管   \n",
       " 15       False           1  44099555                    数据产品经理（中台）   \n",
       " 16       False           2  56306495                        民航产品经理   \n",
       " 17       False           1  45280189                    产品经理（商品中心）   \n",
       " 18       False           1  45307815            产品经理（预售，员工分销）-国企正编   \n",
       " 19       False           2  41822517                          产品经理   \n",
       " 20       False           1  45183899  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）   \n",
       " 21       False           1  45280187                    产品经理（商品中心）   \n",
       " 22       False           1  44046273                     AI应用产品经理    \n",
       " 23       False           2   7643641                          产品经理   \n",
       " 24       False           2  51720291                          产品经理   \n",
       " 25       False           1  45280019                          产品经理   \n",
       " 26       False           1  45131607                          产品经理   \n",
       " 27       False           1  42880637                        高级产品经理   \n",
       " 28       False           2  57438265                        高级产品经理   \n",
       " 29       False           2  55177509                         产品经理岗   \n",
       " 30       False           1  43795869                    产品经理（数据方向）   \n",
       " 31       False           1  44633159                          产品经理   \n",
       " 32       False           1  45007687                      垂直电商产品经理   \n",
       " 33       False           2  45098711                  产品经理(J11093)   \n",
       " 34       False           1  43470183                      海外软件产品经理   \n",
       " 35       False           2  55763181         产品经理-安全方向（广州）(J11694)   \n",
       " 36       False           1  43066789                          产品经理   \n",
       " 37       False           1  43773655                          产品经理   \n",
       " 38       False           2  57777369                       物联网产品经理   \n",
       " 39       False           2  57209449                        照明产品经理   \n",
       " \n",
       "    job.requireWorkYears  job.salary  ...          recruiter.recruiterPhoto  \\\n",
       " 0                  3-5年      15-20k  ...   63fc55f5f6f3654cff90476303u.png   \n",
       " 1                  3-5年      20-35k  ...   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 2                  一年以下      10-15k  ...   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 3                  1-3年      10-15k  ...   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 4                  3-5年      25-35k  ...   6239435dbf25ff5ff20a8e5605u.jpg   \n",
       " 5                  3-5年  12-20k·13薪  ...   60f7762017b23e15ed84a9a008u.jpg   \n",
       " 6                  1-3年      10-20k  ...   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 7                  3-5年  20-35k·14薪  ...   6144210d021e5332beb3eaa601u.png   \n",
       " 8                 5-10年  20-25k·15薪  ...   6100ba7999bae10d052ceaa608u.png   \n",
       " 9                  1-3年      20-30k  ...   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 10                5-10年      16-35k  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11                5-10年  16-22k·15薪  ...   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 12                 3-5年      20-25k  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 13                5-10年  25-30k·16薪  ...   6041904cac649a4e4185175f05u.png   \n",
       " 14                 3-5年       8-12k  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 15                 3-5年  20-30k·15薪  ...   628c33a6256da95d600ec7a305u.jpg   \n",
       " 16                 3-5年      15-30k  ...  63749d37ea177d16a68dcfd601u.jpeg   \n",
       " 17                5-10年      15-30k  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 18                5-10年      26-30k  ...   642e8e49de25b83c3c8d509707u.png   \n",
       " 19                 3-5年      10-20k  ...   54d1e78d712eb4f6b84c788f02c.jpg   \n",
       " 20                5-10年  16-22k·15薪  ...   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 21                5-10年      15-30k  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 22                 1-3年  18-19k·15薪  ...  636899c231cd614a2518fd6603u.jpeg   \n",
       " 23                5-10年      25-35k  ...   5f8f986aea60860b75384fab08u.jpg   \n",
       " 24                 经验不限  20-50k·13薪  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25                5-10年      15-30k  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 26                 经验不限      30-60k  ...   60594891e67dd642e66167e607u.jpg   \n",
       " 27                5-10年      40-60k  ...   5f8fa3a679c7cc70efbf444e08u.png   \n",
       " 28                 3-5年  20-30k·13薪  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 29                 3-5年      18-35k  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 30                5-10年  15-20k·18薪  ...   61763c997ee42471be22de7101u.png   \n",
       " 31                10年以上  50-80k·16薪  ...   641a757dffdf96787e4eef0105u.png   \n",
       " 32                 3-5年      15-25k  ...   60aef83a1d480101d4219a6e07u.png   \n",
       " 33                5-10年        薪资面议  ...   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 34                 3-5年  35-65k·16薪  ...   623ad357dba87875df4a0eee03u.png   \n",
       " 35                 3-5年      15-25k  ...   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 36                 3-5年      15-30k  ...   5fc838b87d6477448762618c01u.png   \n",
       " 37                5-10年      15-30k  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 38                 3-5年      12-20k  ...   54d1e761712e7147fd8062c902c.jpg   \n",
       " 39                 3-5年  20-25k·13薪  ...   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " \n",
       "    comp.compScale     comp.compName comp.compIndustry comp.compStage  \\\n",
       " 0          50-99人         某北京医药流通公司              医药流通          融资未公开   \n",
       " 1        500-999人     李氏大药厂(香港)有限公司                制药            NaN   \n",
       " 2          50-99人    北京妙趣盒生文化传播有限公司               NaN            NaN   \n",
       " 3      1000-2000人      广东森宝文化实业有限公司               工艺品            NaN   \n",
       " 4      2000-5000人         某国内制药上市公司          食品/饮料/酒水            已上市   \n",
       " 5           1-49人          某贸易进出口公司            贸易/进出口          融资未公开   \n",
       " 6          50-99人    广州智都投资控股集团有限公司           其他商务服务业          融资未公开   \n",
       " 7        100-499人          某广州互联网公司               互联网          不需要融资   \n",
       " 8        100-499人          运营商全资子公司        内容(音视频/阅读)          融资未公开   \n",
       " 9        500-999人   文峰荟(广州)企业管理有限公司              电子商务            NaN   \n",
       " 10     2000-5000人              致景科技              电子商务             D轮   \n",
       " 11     2000-5000人   某国内大型食品/饮料/酒水公司          食品/饮料/酒水          融资未公开   \n",
       " 12       100-499人              丹霄技术              电子商务            NaN   \n",
       " 13                         某广州互联网公司               互联网            NaN   \n",
       " 14          1-49人            恒鼎文化传媒             文化艺术业            NaN   \n",
       " 15       500-999人     某广州大型专业技术服务公司            专业技术服务             A轮   \n",
       " 16       100-499人              高重科技              人工智能             C轮   \n",
       " 17       100-499人         某广州IT服务公司              IT服务            NaN   \n",
       " 18       100-499人         某广州IT服务公司              IT服务            NaN   \n",
       " 19     2000-5000人              凯普生物                制药         沪深A股上市   \n",
       " 20     2000-5000人   某国内大型食品/饮料/酒水公司          食品/饮料/酒水          融资未公开   \n",
       " 21       100-499人         某广州IT服务公司              IT服务            NaN   \n",
       " 22     2000-5000人          知名港资快消集团          食品/饮料/日化          融资未公开   \n",
       " 23       500-999人               一品红                制药         沪深A股上市   \n",
       " 24    5000-10000人              恒赢智航              IT服务       其他股票市场上市   \n",
       " 25       100-499人         某广州IT服务公司              IT服务            NaN   \n",
       " 26    5000-10000人      某广州计算机软件上市公司             计算机软件            已上市   \n",
       " 27     2000-5000人     某大型基金/证券/期货公司          基金/证券/期货           战略融资   \n",
       " 28    5000-10000人              视源股份             计算机软件         沪深A股上市   \n",
       " 29    5000-10000人        广州银行股份有限公司                银行            NaN   \n",
       " 30     1000-2000人        某大型知名互联网公司               互联网          融资未公开   \n",
       " 31                 某深圳电子/半导体/集成电路公司       电子/半导体/集成电路            NaN   \n",
       " 32       100-499人         某宁波电子商务公司              电子商务          融资未公开   \n",
       " 33     2000-5000人              汤臣倍健          食品/饮料/酒水         沪深A股上市   \n",
       " 34    5000-10000人         某广州知名上市公司             计算机软件            已上市   \n",
       " 35    5000-10000人      建信金融科技有限责任公司             计算机软件            NaN   \n",
       " 36       100-499人             某安防公司              智能安防          融资未公开   \n",
       " 37       100-499人           某国内制药公司                制药          融资未公开   \n",
       " 38       500-999人              越亮传奇               互联网            NaN   \n",
       " 39                            泰容亿科技              电子商务            NaN   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 1   5bfea0c574719d2aa34c074f03a.png   https://www.liepin.com/company/9510141/   \n",
       " 2   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12846035/   \n",
       " 3   61a5bb22f96ca95918aa2e9206u.png  https://www.liepin.com/company/13001749/   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 6   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13183547/   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 9   634f899ab0584d35822417cb06u.png  https://www.liepin.com/company/13297665/   \n",
       " 10  60096cb986ddfd21f7c973d408u.png   https://www.liepin.com/company/8448877/   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 12  60af42bdd7e0220766018e7304u.png   https://www.liepin.com/company/9886227/   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 14  63da3c9d211aff1618cde20207u.png  https://www.liepin.com/company/13393455/   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 16  62860cf27933ee37f03c289902u.png   https://www.liepin.com/company/9368549/   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 19  5bfe91b674719d35745ae24c03a.png   https://www.liepin.com/company/8086509/   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 23  60f0012c66b5e17b60aa022905u.png   https://www.liepin.com/company/8788514/   \n",
       " 24  5bfe91e274719d35745aeb5b03a.png   https://www.liepin.com/company/9600943/   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 28  5bfe95c674719df0ac98e51303a.png   https://www.liepin.com/company/7854025/   \n",
       " 29  5bfe900574719d35745a8df003a.png   https://www.liepin.com/company/6017109/   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 33  5ec39993f2540204574caa5008u.jpg   https://www.liepin.com/company/8080810/   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 35  62d900a5068a783307d8850402u.png   https://www.liepin.com/company/9749905/   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 38  5bfe9c5774719df0ac9a31bc03a.png   https://www.liepin.com/company/1327734/   \n",
       " 39  6407f5d3a62c5e5a8dcc4aeb06u.png  https://www.liepin.com/company/13450471/   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink comp.compId  \n",
       " 0              NaN             NaN         NaN  \n",
       " 1                                    9510141.0  \n",
       " 2                                   12846035.0  \n",
       " 3                                   13001749.0  \n",
       " 4              NaN             NaN         NaN  \n",
       " 5              NaN             NaN         NaN  \n",
       " 6                                   13183547.0  \n",
       " 7              NaN             NaN         NaN  \n",
       " 8              NaN             NaN         NaN  \n",
       " 9                                   13297665.0  \n",
       " 10                                   8448877.0  \n",
       " 11             NaN             NaN         NaN  \n",
       " 12                                   9886227.0  \n",
       " 13             NaN             NaN         NaN  \n",
       " 14                                  13393455.0  \n",
       " 15             NaN             NaN         NaN  \n",
       " 16                                   9368549.0  \n",
       " 17             NaN             NaN         NaN  \n",
       " 18             NaN             NaN         NaN  \n",
       " 19                                   8086509.0  \n",
       " 20             NaN             NaN         NaN  \n",
       " 21             NaN             NaN         NaN  \n",
       " 22             NaN             NaN         NaN  \n",
       " 23                                   8788514.0  \n",
       " 24                                   9600943.0  \n",
       " 25             NaN             NaN         NaN  \n",
       " 26             NaN             NaN         NaN  \n",
       " 27             NaN             NaN         NaN  \n",
       " 28                                   7854025.0  \n",
       " 29                                   6017109.0  \n",
       " 30             NaN             NaN         NaN  \n",
       " 31             NaN             NaN         NaN  \n",
       " 32             NaN             NaN         NaN  \n",
       " 33                                   8080810.0  \n",
       " 34             NaN             NaN         NaN  \n",
       " 35                                   9749905.0  \n",
       " 36             NaN             NaN         NaN  \n",
       " 37             NaN             NaN         NaN  \n",
       " 38                                   1327734.0  \n",
       " 39                                  13450471.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 1   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 2   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 3   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 4   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 5   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 6   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 7   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 8   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 9   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 10  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 11  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 12  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 13  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 14  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 15  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 16  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 17  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 18  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 19  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 20  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 21  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 22  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 23  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 24  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 25  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 26  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 27  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 28  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 29  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 30  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 31  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 32  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 33  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 34  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 35  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 36  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 37  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 38  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " 39  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       " \n",
       "                                            dataParams     comp.compName  \\\n",
       " 0   {\"jobId\":\"45288093\",\"userId\":\"c9500f617e8709c5...         某北京医药流通公司   \n",
       " 1   {\"jobId\":\"56161375\",\"userId\":\"b1f35a95cd2f090b...     李氏大药厂(香港)有限公司   \n",
       " 2   {\"jobId\":\"44235539\",\"userId\":\"cf01d8d748548182...    北京妙趣盒生文化传播有限公司   \n",
       " 3   {\"jobId\":\"52471955\",\"userId\":\"37d22e9e32bcd938...      广东森宝文化实业有限公司   \n",
       " 4   {\"jobId\":\"44884553\",\"userId\":\"a44defc4937cd01d...         某国内制药上市公司   \n",
       " 5   {\"jobId\":\"44607657\",\"userId\":\"f47151fb4aacbf16...          某贸易进出口公司   \n",
       " 6   {\"jobId\":\"57515707\",\"userId\":\"9224e21535a0770f...    广州智都投资控股集团有限公司   \n",
       " 7   {\"jobId\":\"44794295\",\"userId\":\"f06046ca92083476...          某广州互联网公司   \n",
       " 8   {\"jobId\":\"44810969\",\"userId\":\"8674b61a5d3a243d...          运营商全资子公司   \n",
       " 9   {\"jobId\":\"56142583\",\"userId\":\"e36552938188a1aa...   文峰荟(广州)企业管理有限公司   \n",
       " 10  {\"jobId\":\"43863229\",\"userId\":\"0edff9f2bed18e31...              致景科技   \n",
       " 11  {\"jobId\":\"44949997\",\"userId\":\"52229be8ed4151f6...   某国内大型食品/饮料/酒水公司   \n",
       " 12  {\"jobId\":\"42975373\",\"userId\":\"3c0fd732e6e278f1...              丹霄技术   \n",
       " 13  {\"jobId\":\"44808007\",\"userId\":\"152ea0d1cc79245b...          某广州互联网公司   \n",
       " 14  {\"jobId\":\"55722223\",\"userId\":\"8a3dae76bb73929d...            恒鼎文化传媒   \n",
       " 15  {\"jobId\":\"44099555\",\"userId\":\"a9aff57fed3ec7e9...     某广州大型专业技术服务公司   \n",
       " 16  {\"jobId\":\"56306495\",\"userId\":\"733059c92588c041...              高重科技   \n",
       " 17  {\"jobId\":\"45280189\",\"userId\":\"7f0312f8db0c514e...         某广州IT服务公司   \n",
       " 18  {\"jobId\":\"45307815\",\"userId\":\"10f97c2455afd910...         某广州IT服务公司   \n",
       " 19  {\"jobId\":\"41822517\",\"userId\":\"2f42fd8745402768...              凯普生物   \n",
       " 20  {\"jobId\":\"45183899\",\"userId\":\"52229be8ed4151f6...   某国内大型食品/饮料/酒水公司   \n",
       " 21  {\"jobId\":\"45280187\",\"userId\":\"7f0312f8db0c514e...         某广州IT服务公司   \n",
       " 22  {\"jobId\":\"44046273\",\"userId\":\"0f67104d9d26e05a...          知名港资快消集团   \n",
       " 23  {\"jobId\":\"7643641\",\"userId\":\"446fa8eec304cee52...               一品红   \n",
       " 24  {\"jobId\":\"51720291\",\"userId\":\"48f51445c66038af...              恒赢智航   \n",
       " 25  {\"jobId\":\"45280019\",\"userId\":\"7f0312f8db0c514e...         某广州IT服务公司   \n",
       " 26  {\"jobId\":\"45131607\",\"userId\":\"fe574404935c0d1e...      某广州计算机软件上市公司   \n",
       " 27  {\"jobId\":\"42880637\",\"userId\":\"427acd357091d000...     某大型基金/证券/期货公司   \n",
       " 28  {\"jobId\":\"57438265\",\"userId\":\"5c5868e999f36bce...              视源股份   \n",
       " 29  {\"jobId\":\"55177509\",\"userId\":\"3b122e2eb0f3601c...        广州银行股份有限公司   \n",
       " 30  {\"jobId\":\"43795869\",\"userId\":\"5e8058dd221f3ba7...        某大型知名互联网公司   \n",
       " 31  {\"jobId\":\"44633159\",\"userId\":\"854021dc244dfb22...  某深圳电子/半导体/集成电路公司   \n",
       " 32  {\"jobId\":\"45007687\",\"userId\":\"790d3da71b57592a...         某宁波电子商务公司   \n",
       " 33  {\"jobId\":\"45098711\",\"userId\":\"5553774e1dfc4bd9...              汤臣倍健   \n",
       " 34  {\"jobId\":\"43470183\",\"userId\":\"6581aa01b636d0e0...         某广州知名上市公司   \n",
       " 35  {\"jobId\":\"55763181\",\"userId\":\"425c4ebdbee0453e...      建信金融科技有限责任公司   \n",
       " 36  {\"jobId\":\"43066789\",\"userId\":\"8b3d08baae34b6ce...             某安防公司   \n",
       " 37  {\"jobId\":\"43773655\",\"userId\":\"7ce77a824e1b312a...           某国内制药公司   \n",
       " 38  {\"jobId\":\"57777369\",\"userId\":\"e8745aba1f44ddd6...              越亮传奇   \n",
       " 39  {\"jobId\":\"57209449\",\"userId\":\"482d5a8bdcbf0b59...             泰容亿科技   \n",
       " \n",
       "    comp.compIndustry comp.compStage                    comp.compLogo  \\\n",
       " 0               医药流通          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 1                 制药            NaN  5bfea0c574719d2aa34c074f03a.png   \n",
       " 2                NaN            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 3                工艺品            NaN  61a5bb22f96ca95918aa2e9206u.png   \n",
       " 4           食品/饮料/酒水            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 5             贸易/进出口          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 6            其他商务服务业          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 7                互联网          不需要融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 8         内容(音视频/阅读)          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 9               电子商务            NaN  634f899ab0584d35822417cb06u.png   \n",
       " 10              电子商务             D轮  60096cb986ddfd21f7c973d408u.png   \n",
       " 11          食品/饮料/酒水          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 12              电子商务            NaN  60af42bdd7e0220766018e7304u.png   \n",
       " 13               互联网            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 14             文化艺术业            NaN  63da3c9d211aff1618cde20207u.png   \n",
       " 15            专业技术服务             A轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 16              人工智能             C轮  62860cf27933ee37f03c289902u.png   \n",
       " 17              IT服务            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 18              IT服务            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 19                制药         沪深A股上市  5bfe91b674719d35745ae24c03a.png   \n",
       " 20          食品/饮料/酒水          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 21              IT服务            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 22          食品/饮料/日化          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 23                制药         沪深A股上市  60f0012c66b5e17b60aa022905u.png   \n",
       " 24              IT服务       其他股票市场上市  5bfe91e274719d35745aeb5b03a.png   \n",
       " 25              IT服务            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 26             计算机软件            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 27          基金/证券/期货           战略融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 28             计算机软件         沪深A股上市  5bfe95c674719df0ac98e51303a.png   \n",
       " 29                银行            NaN  5bfe900574719d35745a8df003a.png   \n",
       " 30               互联网          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 31       电子/半导体/集成电路            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 32              电子商务          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 33          食品/饮料/酒水         沪深A股上市  5ec39993f2540204574caa5008u.jpg   \n",
       " 34             计算机软件            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 35             计算机软件            NaN  62d900a5068a783307d8850402u.png   \n",
       " 36              智能安防          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 37                制药          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 38               互联网            NaN  5bfe9c5774719df0ac9a31bc03a.png   \n",
       " 39              电子商务            NaN  6407f5d3a62c5e5a8dcc4aeb06u.png   \n",
       " \n",
       "    comp.compScale                                 comp.link  \\\n",
       " 0          50-99人                                             \n",
       " 1        500-999人   https://www.liepin.com/company/9510141/   \n",
       " 2          50-99人  https://www.liepin.com/company/12846035/   \n",
       " 3      1000-2000人  https://www.liepin.com/company/13001749/   \n",
       " 4      2000-5000人                                             \n",
       " 5           1-49人                                             \n",
       " 6          50-99人  https://www.liepin.com/company/13183547/   \n",
       " 7        100-499人                                             \n",
       " 8        100-499人                                             \n",
       " 9        500-999人  https://www.liepin.com/company/13297665/   \n",
       " 10     2000-5000人   https://www.liepin.com/company/8448877/   \n",
       " 11     2000-5000人                                             \n",
       " 12       100-499人   https://www.liepin.com/company/9886227/   \n",
       " 13                                                            \n",
       " 14          1-49人  https://www.liepin.com/company/13393455/   \n",
       " 15       500-999人                                             \n",
       " 16       100-499人   https://www.liepin.com/company/9368549/   \n",
       " 17       100-499人                                             \n",
       " 18       100-499人                                             \n",
       " 19     2000-5000人   https://www.liepin.com/company/8086509/   \n",
       " 20     2000-5000人                                             \n",
       " 21       100-499人                                             \n",
       " 22     2000-5000人                                             \n",
       " 23       500-999人   https://www.liepin.com/company/8788514/   \n",
       " 24    5000-10000人   https://www.liepin.com/company/9600943/   \n",
       " 25       100-499人                                             \n",
       " 26    5000-10000人                                             \n",
       " 27     2000-5000人                                             \n",
       " 28    5000-10000人   https://www.liepin.com/company/7854025/   \n",
       " 29    5000-10000人   https://www.liepin.com/company/6017109/   \n",
       " 30     1000-2000人                                             \n",
       " 31                                                            \n",
       " 32       100-499人                                             \n",
       " 33     2000-5000人   https://www.liepin.com/company/8080810/   \n",
       " 34    5000-10000人                                             \n",
       " 35    5000-10000人   https://www.liepin.com/company/9749905/   \n",
       " 36       100-499人                                             \n",
       " 37       100-499人                                             \n",
       " 38       500-999人   https://www.liepin.com/company/1327734/   \n",
       " 39                 https://www.liepin.com/company/13450471/   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                                  []   \n",
       " 1                                                  []   \n",
       " 2                                              [数据分析]   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]   \n",
       " 4                                                  []   \n",
       " 5                                                  []   \n",
       " 6                                                  []   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]   \n",
       " 10                                             [架构设计]   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...   \n",
       " 12                                       [c端产品, 数据分析]   \n",
       " 13                                              [制造业]   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]   \n",
       " 19                                 [产品设计, b端产品, 需求分析]   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]   \n",
       " 22                                       [数据产品, 工具产品]   \n",
       " 23                                                 []   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]   \n",
       " 27                               [金融产品, to B, web端产品]   \n",
       " 28                                         [办公软件、工具类]   \n",
       " 29                                                 []   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]   \n",
       " 36                                                 []   \n",
       " 37                                                 []   \n",
       " 38                                            [计算机软件]   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]   \n",
       " \n",
       "                        job.title  ...             recruiter.recruiterId  \\\n",
       " 0                         医药产品经理  ...  c9500f617e8709c5358439b263a1b094   \n",
       " 1                        产品经理-肿瘤  ...  b1f35a95cd2f090b1c1c01adbf9e90f1   \n",
       " 2                       潮玩盲盒产品经理  ...  cf01d8d7485481826ff0cb47906cd0c3   \n",
       " 3                           产品经理  ...  37d22e9e32bcd9386756075cb8790a78   \n",
       " 4                         电商产品经理  ...  a44defc4937cd01db202bbcbb63c7c75   \n",
       " 5                           品质PM  ...  f47151fb4aacbf16827690e5f559968d   \n",
       " 6                广花融资担保公司（筹）产品经理  ...  9224e21535a0770f9d45710a02ad2182   \n",
       " 7                      B端供应链产品经理  ...  f06046ca920834767d2ca7799c8d3e58   \n",
       " 8                         高级产品经理  ...  8674b61a5d3a243db7d203dbacf6355b   \n",
       " 9                           产品经理  ...  e36552938188a1aad74c93eafadb8eb7   \n",
       " 10              产品经理（支付）(J11223)  ...  0edff9f2bed18e31910319d799c6f231   \n",
       " 11                      AI应用产品经理  ...  52229be8ed4151f64b65e1f549214846   \n",
       " 12                          产品经理  ...  3c0fd732e6e278f10a3daa157d820ce0   \n",
       " 13                       MES产品经理  ...  152ea0d1cc79245b5e0c2419e0c7889a   \n",
       " 14                     文创产品经理/主管  ...  8a3dae76bb73929dae2c75f2e9902c36   \n",
       " 15                    数据产品经理（中台）  ...  a9aff57fed3ec7e95e9eb1137e0cb75f   \n",
       " 16                        民航产品经理  ...  733059c92588c041f79ea0c10a8cbb1d   \n",
       " 17                    产品经理（商品中心）  ...  7f0312f8db0c514ef1a8bbcb3a983750   \n",
       " 18            产品经理（预售，员工分销）-国企正编  ...  10f97c2455afd910fa874f00626b9602   \n",
       " 19                          产品经理  ...  2f42fd874540276863bd63b74d34940c   \n",
       " 20  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）  ...  52229be8ed4151f64b65e1f549214846   \n",
       " 21                    产品经理（商品中心）  ...  7f0312f8db0c514ef1a8bbcb3a983750   \n",
       " 22                     AI应用产品经理   ...  0f67104d9d26e05a63878b22301425ad   \n",
       " 23                          产品经理  ...  446fa8eec304cee5246608e7b5510cdd   \n",
       " 24                          产品经理  ...  48f51445c66038af6c775cb4d7255adf   \n",
       " 25                          产品经理  ...  7f0312f8db0c514ef1a8bbcb3a983750   \n",
       " 26                          产品经理  ...  fe574404935c0d1e8b980cb130e246e9   \n",
       " 27                        高级产品经理  ...  427acd357091d000fbd248da0a9beae7   \n",
       " 28                        高级产品经理  ...  5c5868e999f36bcead5ac560c4a69325   \n",
       " 29                         产品经理岗  ...  3b122e2eb0f3601c98d7c9d26a3a9d56   \n",
       " 30                    产品经理（数据方向）  ...  5e8058dd221f3ba7f3197cbe382c253e   \n",
       " 31                          产品经理  ...  854021dc244dfb22cecfce0dea5b4198   \n",
       " 32                      垂直电商产品经理  ...  790d3da71b57592a14c5890f16935246   \n",
       " 33                  产品经理(J11093)  ...  5553774e1dfc4bd94e578f26109225be   \n",
       " 34                      海外软件产品经理  ...  6581aa01b636d0e08fdbddb1e0920cee   \n",
       " 35         产品经理-安全方向（广州）(J11694)  ...  425c4ebdbee0453e66ce3b2014455cb9   \n",
       " 36                          产品经理  ...  8b3d08baae34b6ce32673941a4fb8bc6   \n",
       " 37                          产品经理  ...  7ce77a824e1b312a4f998cd52ca0257a   \n",
       " 38                       物联网产品经理  ...  e8745aba1f44ddd621b2f8f304de3409   \n",
       " 39                        照明产品经理  ...  482d5a8bdcbf0b5931990edb605ae190   \n",
       " \n",
       "    recruiter.chatted                    recruiter.imId recruiter.imUserType  \\\n",
       " 0              False  0950661f126a6a1ce77954e2c72cabb6                    2   \n",
       " 1              False  fdb297e5cdef0dd5613348042573671f                    2   \n",
       " 2              False  e92823ee8be379166e8893c9219f7e03                    2   \n",
       " 3              False  3856590f4c95362ab8186adbf6c31dd6                    2   \n",
       " 4              False  d4d255439c55db2fe7b184a1ccff1ea4                    2   \n",
       " 5              False  f1babf1239ec0f75a8576116ff288909                    2   \n",
       " 6              False  2e2678cb5cd647bb7ea58b95d93937d7                    2   \n",
       " 7              False  f3e9109e8225cee10e33f8ac54fbf39e                    2   \n",
       " 8              False  09769b50912e55a1be3900059d28d9fd                    2   \n",
       " 9              False  ae28de7e05e365ec4905a3841e4dc3ea                    2   \n",
       " 10             False  1ff91052738743e19809d03804875792                    2   \n",
       " 11             False  47c7281c664c4cfbdfb6df235db455f2                    2   \n",
       " 12             False  091704632b0de49d10eee5f74aeb3ab8                    2   \n",
       " 13             False  57d1feab0f44c5a4337193710fe42056                    2   \n",
       " 14             False  0b64e00a67b1d9a5e4b537e9b7803e4b                    2   \n",
       " 15             False  88fc68c3e5aa2b3bf4067025f1d6ce6f                    2   \n",
       " 16             False  6b598284f809685dd6a9d1214a39013b                    2   \n",
       " 17             False  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 18             False  84bda8083fce65928f669bb17ec3d8eb                    2   \n",
       " 19             False  8951c85dd8b85b3c062c1b1ee9c7454d                    2   \n",
       " 20             False  47c7281c664c4cfbdfb6df235db455f2                    2   \n",
       " 21             False  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 22             False  6562ab6805ed6c31063dfc1b00f6daab                    2   \n",
       " 23             False  2edd5d384c7f34508d1ff84e0a6c6898                    2   \n",
       " 24             False  7054bea032224cbe4a7a04e7d95591ea                    2   \n",
       " 25             False  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 26             False  684fde117e1cc80562cb88e0a323364d                    2   \n",
       " 27             False  58a1a30e81a9f4892980490a0cdf2257                    2   \n",
       " 28             False  3d984b48faf63c3239e48140c0193d97                    2   \n",
       " 29             False  a59effad6b4824f024eff958a002fd93                    2   \n",
       " 30             False  96bc5ac5f2ea72f19941166e65ebdb6f                    2   \n",
       " 31             False  df3f892a076757bf99c4538f2a55bd77                    2   \n",
       " 32             False  b69495e1f8cfa827dfb6df235db455f2                    2   \n",
       " 33             False  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 34             False  8a56296a046a659e01ab80e4a8b96567                    2   \n",
       " 35             False  2879a93a141a991dd1ab17cab7c5f1ad                    2   \n",
       " 36             False  a75b25f528b30730337193710fe42056                    2   \n",
       " 37             False  0168b7090abcfb8e5d887c62117912b0                    2   \n",
       " 38             False  3b37f6bb027ba58b78f5885b11a76839                    2   \n",
       " 39             False  74319f538e9a62649a60b5cc1b6a8566                    2   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      王女士                     猎头顾问   \n",
       " 1                      孟女士                            \n",
       " 2                      朱女士                     人资经理   \n",
       " 3                      陈女士                     招聘专员   \n",
       " 4                      汪女士                     猎头顾问   \n",
       " 5                      黄女士                     猎头顾问   \n",
       " 6                      齐女士                人力资源经理/主管   \n",
       " 7                      邬女士                     猎头顾问   \n",
       " 8                      陈先生                     猎头顾问   \n",
       " 9                      王女士                     人事专员   \n",
       " 10                     庄女士                   储备项目经理   \n",
       " 11                     李女士                     猎头顾问   \n",
       " 12                     陈女士                            \n",
       " 13                     陈女士                     猎头顾问   \n",
       " 14                     唐女士                            \n",
       " 15                     郭女士                     猎头顾问   \n",
       " 16                     臧女士                     人事主管   \n",
       " 17                     胡女士                     猎头顾问   \n",
       " 18                     纪女士                     猎头顾问   \n",
       " 19                     许女士                       HR   \n",
       " 20                     李女士                     猎头顾问   \n",
       " 21                     胡女士                     猎头顾问   \n",
       " 22                     杨女士                     猎头顾问   \n",
       " 23                     杨先生               一品红药业集团管理员   \n",
       " 24                     潘女士                     招聘专员   \n",
       " 25                     胡女士                     猎头顾问   \n",
       " 26                     林先生                     猎头顾问   \n",
       " 27                     潘先生                     猎头顾问   \n",
       " 28                     李女士                    顾问(C)   \n",
       " 29                     孔女士                  总行人力资源部   \n",
       " 30                     林女士                     猎头顾问   \n",
       " 31                     孟女士                     猎头顾问   \n",
       " 32                     赵先生                     猎头顾问   \n",
       " 33                     田先生           人力资源招聘HRBP绩效经理   \n",
       " 34                     杨女士                     猎头顾问   \n",
       " 35                     谭女士                       HR   \n",
       " 36                     黎先生                     猎头顾问   \n",
       " 37                     李女士                     猎头顾问   \n",
       " 38                     赵女士                   人力资源专员   \n",
       " 39                     谭先生                   照明产品总监   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compId job.pcOuterLink  \\\n",
       " 0    63fc55f5f6f3654cff90476303u.png         NaN             NaN   \n",
       " 1    5f8f9863f6d1ab58476f246a08u.jpg   9510141.0                   \n",
       " 2    5f8f9863f6d1ab58476f246a08u.jpg  12846035.0                   \n",
       " 3    5f8f9866dfb13a7dee342f1808u.jpg  13001749.0                   \n",
       " 4    6239435dbf25ff5ff20a8e5605u.jpg         NaN             NaN   \n",
       " 5    60f7762017b23e15ed84a9a008u.jpg         NaN             NaN   \n",
       " 6    5f8f9865ea60860b75384fa508u.jpg  13183547.0                   \n",
       " 7    6144210d021e5332beb3eaa601u.png         NaN             NaN   \n",
       " 8    6100ba7999bae10d052ceaa608u.png         NaN             NaN   \n",
       " 9    5f8f9865ea60860b75384fa508u.jpg  13297665.0                   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg   8448877.0                   \n",
       " 11   612f3bce95c03625d0aa7d1a04u.jpg         NaN             NaN   \n",
       " 12   5f8f986779c7cc70efbf36c008u.jpg   9886227.0                   \n",
       " 13   6041904cac649a4e4185175f05u.png         NaN             NaN   \n",
       " 14   5f8f986779c7cc70efbf36c008u.jpg  13393455.0                   \n",
       " 15   628c33a6256da95d600ec7a305u.jpg         NaN             NaN   \n",
       " 16  63749d37ea177d16a68dcfd601u.jpeg   9368549.0                   \n",
       " 17   5f8fa3bddfb13a7dee343d7608u.png         NaN             NaN   \n",
       " 18   642e8e49de25b83c3c8d509707u.png         NaN             NaN   \n",
       " 19   54d1e78d712eb4f6b84c788f02c.jpg   8086509.0                   \n",
       " 20   612f3bce95c03625d0aa7d1a04u.jpg         NaN             NaN   \n",
       " 21   5f8fa3bddfb13a7dee343d7608u.png         NaN             NaN   \n",
       " 22  636899c231cd614a2518fd6603u.jpeg         NaN             NaN   \n",
       " 23   5f8f986aea60860b75384fab08u.jpg   8788514.0                   \n",
       " 24   5f8f98648dbe6273dcf8515508u.jpg   9600943.0                   \n",
       " 25   5f8fa3bddfb13a7dee343d7608u.png         NaN             NaN   \n",
       " 26   60594891e67dd642e66167e607u.jpg         NaN             NaN   \n",
       " 27   5f8fa3a679c7cc70efbf444e08u.png         NaN             NaN   \n",
       " 28   5f8f98648dbe6273dcf8515508u.jpg   7854025.0                   \n",
       " 29   5f8f986779c7cc70efbf36c008u.jpg   6017109.0                   \n",
       " 30   61763c997ee42471be22de7101u.png         NaN             NaN   \n",
       " 31   641a757dffdf96787e4eef0105u.png         NaN             NaN   \n",
       " 32   60aef83a1d480101d4219a6e07u.png         NaN             NaN   \n",
       " 33   5f8f986c79c7cc70efbf36c808u.jpg   8080810.0                   \n",
       " 34   623ad357dba87875df4a0eee03u.png         NaN             NaN   \n",
       " 35   5f8f9865ea60860b75384fa508u.jpg   9749905.0                   \n",
       " 36   5fc838b87d6477448762618c01u.png         NaN             NaN   \n",
       " 37   5f8fa3bddfb13a7dee343d7608u.png         NaN             NaN   \n",
       " 38   54d1e761712e7147fd8062c902c.jpg   1327734.0                   \n",
       " 39   5f8f9868f6d1ab58476f24a008u.jpg  13450471.0                   \n",
       " \n",
       "    job.h5OuterLink  \n",
       " 0              NaN  \n",
       " 1                   \n",
       " 2                   \n",
       " 3                   \n",
       " 4              NaN  \n",
       " 5              NaN  \n",
       " 6                   \n",
       " 7              NaN  \n",
       " 8              NaN  \n",
       " 9                   \n",
       " 10                  \n",
       " 11             NaN  \n",
       " 12                  \n",
       " 13             NaN  \n",
       " 14                  \n",
       " 15             NaN  \n",
       " 16                  \n",
       " 17             NaN  \n",
       " 18             NaN  \n",
       " 19                  \n",
       " 20             NaN  \n",
       " 21             NaN  \n",
       " 22             NaN  \n",
       " 23                  \n",
       " 24                  \n",
       " 25             NaN  \n",
       " 26             NaN  \n",
       " 27             NaN  \n",
       " 28                  \n",
       " 29                  \n",
       " 30             NaN  \n",
       " 31             NaN  \n",
       " 32             NaN  \n",
       " 33                  \n",
       " 34             NaN  \n",
       " 35                  \n",
       " 36             NaN  \n",
       " 37             NaN  \n",
       " 38                  \n",
       " 39                  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"45288093\",\"userId\":\"c9500f617e8709c5...   \n",
       " 1   {\"jobId\":\"56161375\",\"userId\":\"b1f35a95cd2f090b...   \n",
       " 2   {\"jobId\":\"44235539\",\"userId\":\"cf01d8d748548182...   \n",
       " 3   {\"jobId\":\"52471955\",\"userId\":\"37d22e9e32bcd938...   \n",
       " 4   {\"jobId\":\"44884553\",\"userId\":\"a44defc4937cd01d...   \n",
       " 5   {\"jobId\":\"44607657\",\"userId\":\"f47151fb4aacbf16...   \n",
       " 6   {\"jobId\":\"57515707\",\"userId\":\"9224e21535a0770f...   \n",
       " 7   {\"jobId\":\"44794295\",\"userId\":\"f06046ca92083476...   \n",
       " 8   {\"jobId\":\"44810969\",\"userId\":\"8674b61a5d3a243d...   \n",
       " 9   {\"jobId\":\"56142583\",\"userId\":\"e36552938188a1aa...   \n",
       " 10  {\"jobId\":\"43863229\",\"userId\":\"0edff9f2bed18e31...   \n",
       " 11  {\"jobId\":\"44949997\",\"userId\":\"52229be8ed4151f6...   \n",
       " 12  {\"jobId\":\"42975373\",\"userId\":\"3c0fd732e6e278f1...   \n",
       " 13  {\"jobId\":\"44808007\",\"userId\":\"152ea0d1cc79245b...   \n",
       " 14  {\"jobId\":\"55722223\",\"userId\":\"8a3dae76bb73929d...   \n",
       " 15  {\"jobId\":\"44099555\",\"userId\":\"a9aff57fed3ec7e9...   \n",
       " 16  {\"jobId\":\"56306495\",\"userId\":\"733059c92588c041...   \n",
       " 17  {\"jobId\":\"45280189\",\"userId\":\"7f0312f8db0c514e...   \n",
       " 18  {\"jobId\":\"45307815\",\"userId\":\"10f97c2455afd910...   \n",
       " 19  {\"jobId\":\"41822517\",\"userId\":\"2f42fd8745402768...   \n",
       " 20  {\"jobId\":\"45183899\",\"userId\":\"52229be8ed4151f6...   \n",
       " 21  {\"jobId\":\"45280187\",\"userId\":\"7f0312f8db0c514e...   \n",
       " 22  {\"jobId\":\"44046273\",\"userId\":\"0f67104d9d26e05a...   \n",
       " 23  {\"jobId\":\"7643641\",\"userId\":\"446fa8eec304cee52...   \n",
       " 24  {\"jobId\":\"51720291\",\"userId\":\"48f51445c66038af...   \n",
       " 25  {\"jobId\":\"45280019\",\"userId\":\"7f0312f8db0c514e...   \n",
       " 26  {\"jobId\":\"45131607\",\"userId\":\"fe574404935c0d1e...   \n",
       " 27  {\"jobId\":\"42880637\",\"userId\":\"427acd357091d000...   \n",
       " 28  {\"jobId\":\"57438265\",\"userId\":\"5c5868e999f36bce...   \n",
       " 29  {\"jobId\":\"55177509\",\"userId\":\"3b122e2eb0f3601c...   \n",
       " 30  {\"jobId\":\"43795869\",\"userId\":\"5e8058dd221f3ba7...   \n",
       " 31  {\"jobId\":\"44633159\",\"userId\":\"854021dc244dfb22...   \n",
       " 32  {\"jobId\":\"45007687\",\"userId\":\"790d3da71b57592a...   \n",
       " 33  {\"jobId\":\"45098711\",\"userId\":\"5553774e1dfc4bd9...   \n",
       " 34  {\"jobId\":\"43470183\",\"userId\":\"6581aa01b636d0e0...   \n",
       " 35  {\"jobId\":\"55763181\",\"userId\":\"425c4ebdbee0453e...   \n",
       " 36  {\"jobId\":\"43066789\",\"userId\":\"8b3d08baae34b6ce...   \n",
       " 37  {\"jobId\":\"43773655\",\"userId\":\"7ce77a824e1b312a...   \n",
       " 38  {\"jobId\":\"57777369\",\"userId\":\"e8745aba1f44ddd6...   \n",
       " 39  {\"jobId\":\"57209449\",\"userId\":\"482d5a8bdcbf0b59...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2245288093%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2256161375%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2244235539%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2252471955%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2244884553%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2244607657%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2257515707%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2244794295%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2244810969%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2256142583%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2243863229%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2244949997%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2242975373%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2244808007%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2255722223%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2244099555%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2256306495%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2245280189%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2245307815%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2241822517%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2245183899%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2245280187%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2244046273%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%227643641%22%2C%22ckId%22%3A...   \n",
       " 24  %7B%22jobId%22%3A%2251720291%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2245280019%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2245131607%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2242880637%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2257438265%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2255177509%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2243795869%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2244633159%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2245007687%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2245098711%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2243470183%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2255763181%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2243066789%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2243773655%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2257777369%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2257209449%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                                                  []  45288093   \n",
       " 1                                                  []  56161375   \n",
       " 2                                              [数据分析]  44235539   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]  52471955   \n",
       " 4                                                  []  44884553   \n",
       " 5                                                  []  44607657   \n",
       " 6                                                  []  57515707   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]  44794295   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]  44810969   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]  56142583   \n",
       " 10                                             [架构设计]  43863229   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...  44949997   \n",
       " 12                                       [c端产品, 数据分析]  42975373   \n",
       " 13                                              [制造业]  44808007   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]  55722223   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  44099555   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...  56306495   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]  45280189   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]  45307815   \n",
       " 19                                 [产品设计, b端产品, 需求分析]  41822517   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...  45183899   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]  45280187   \n",
       " 22                                       [数据产品, 工具产品]  44046273   \n",
       " 23                                                 []   7643641   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...  51720291   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]  45280019   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]  45131607   \n",
       " 27                               [金融产品, to B, web端产品]  42880637   \n",
       " 28                                         [办公软件、工具类]  57438265   \n",
       " 29                                                 []  55177509   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]  43795869   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...  44633159   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]  45007687   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]  45098711   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]  43470183   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]  55763181   \n",
       " 36                                                 []  43066789   \n",
       " 37                                                 []  43773655   \n",
       " 38                                            [计算机软件]  57777369   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]  57209449   \n",
       " \n",
       "                        job.title  job.salary  job.dq job.jobKind  \\\n",
       " 0                         医药产品经理      15-20k  广州-天河区           1   \n",
       " 1                        产品经理-肿瘤      20-35k  广州-荔湾区           2   \n",
       " 2                       潮玩盲盒产品经理      10-15k  广州-海珠区           2   \n",
       " 3                           产品经理      10-15k  广州-海珠区           2   \n",
       " 4                         电商产品经理      25-35k      广州           1   \n",
       " 5                           品质PM  12-20k·13薪      广州           1   \n",
       " 6                广花融资担保公司（筹）产品经理      10-20k  广州-花都区           2   \n",
       " 7                      B端供应链产品经理  20-35k·14薪  广州-番禺区           1   \n",
       " 8                         高级产品经理  20-25k·15薪  广州-越秀区           1   \n",
       " 9                           产品经理      20-30k  广州-越秀区           2   \n",
       " 10              产品经理（支付）(J11223)      16-35k  广州-海珠区           2   \n",
       " 11                      AI应用产品经理  16-22k·15薪  广州-白云区           1   \n",
       " 12                          产品经理      20-25k  广州-天河区           2   \n",
       " 13                       MES产品经理  25-30k·16薪      广州           1   \n",
       " 14                     文创产品经理/主管       8-12k  广州-海珠区           2   \n",
       " 15                    数据产品经理（中台）  20-30k·15薪      广州           1   \n",
       " 16                        民航产品经理      15-30k  广州-花都区           2   \n",
       " 17                    产品经理（商品中心）      15-30k  广州-海珠区           1   \n",
       " 18            产品经理（预售，员工分销）-国企正编      26-30k  广州-海珠区           1   \n",
       " 19                          产品经理      10-20k  广州-黄埔区           2   \n",
       " 20  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）  16-22k·15薪  广州-白云区           1   \n",
       " 21                    产品经理（商品中心）      15-30k  广州-海珠区           1   \n",
       " 22                     AI应用产品经理   18-19k·15薪      广州           1   \n",
       " 23                          产品经理      25-35k      广州           2   \n",
       " 24                          产品经理  20-50k·13薪  广州-天河区           2   \n",
       " 25                          产品经理      15-30k  广州-海珠区           1   \n",
       " 26                          产品经理      30-60k      广州           1   \n",
       " 27                        高级产品经理      40-60k      广州           1   \n",
       " 28                        高级产品经理  20-30k·13薪  广州-黄埔区           2   \n",
       " 29                         产品经理岗      18-35k  广州-天河区           2   \n",
       " 30                    产品经理（数据方向）  15-20k·18薪      广州           1   \n",
       " 31                          产品经理  50-80k·16薪      广州           1   \n",
       " 32                      垂直电商产品经理      15-25k      广州           1   \n",
       " 33                  产品经理(J11093)        薪资面议  广州-黄埔区           2   \n",
       " 34                      海外软件产品经理  35-65k·16薪  广州-黄埔区           1   \n",
       " 35         产品经理-安全方向（广州）(J11694)      15-25k  广州-天河区           2   \n",
       " 36                          产品经理      15-30k      广州           1   \n",
       " 37                          产品经理      15-30k  广州-天河区           1   \n",
       " 38                       物联网产品经理      12-20k  广州-天河区           2   \n",
       " 39                        照明产品经理  20-25k·13薪  广州-白云区           2   \n",
       " \n",
       "                                        job.dataPromId  job.topJob  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compIndustry comp.compStage  \\\n",
       " 0    63fc55f5f6f3654cff90476303u.png              医药流通          融资未公开   \n",
       " 1    5f8f9863f6d1ab58476f246a08u.jpg                制药            NaN   \n",
       " 2    5f8f9863f6d1ab58476f246a08u.jpg               NaN            NaN   \n",
       " 3    5f8f9866dfb13a7dee342f1808u.jpg               工艺品            NaN   \n",
       " 4    6239435dbf25ff5ff20a8e5605u.jpg          食品/饮料/酒水            已上市   \n",
       " 5    60f7762017b23e15ed84a9a008u.jpg            贸易/进出口          融资未公开   \n",
       " 6    5f8f9865ea60860b75384fa508u.jpg           其他商务服务业          融资未公开   \n",
       " 7    6144210d021e5332beb3eaa601u.png               互联网          不需要融资   \n",
       " 8    6100ba7999bae10d052ceaa608u.png        内容(音视频/阅读)          融资未公开   \n",
       " 9    5f8f9865ea60860b75384fa508u.jpg              电子商务            NaN   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg              电子商务             D轮   \n",
       " 11   612f3bce95c03625d0aa7d1a04u.jpg          食品/饮料/酒水          融资未公开   \n",
       " 12   5f8f986779c7cc70efbf36c008u.jpg              电子商务            NaN   \n",
       " 13   6041904cac649a4e4185175f05u.png               互联网            NaN   \n",
       " 14   5f8f986779c7cc70efbf36c008u.jpg             文化艺术业            NaN   \n",
       " 15   628c33a6256da95d600ec7a305u.jpg            专业技术服务             A轮   \n",
       " 16  63749d37ea177d16a68dcfd601u.jpeg              人工智能             C轮   \n",
       " 17   5f8fa3bddfb13a7dee343d7608u.png              IT服务            NaN   \n",
       " 18   642e8e49de25b83c3c8d509707u.png              IT服务            NaN   \n",
       " 19   54d1e78d712eb4f6b84c788f02c.jpg                制药         沪深A股上市   \n",
       " 20   612f3bce95c03625d0aa7d1a04u.jpg          食品/饮料/酒水          融资未公开   \n",
       " 21   5f8fa3bddfb13a7dee343d7608u.png              IT服务            NaN   \n",
       " 22  636899c231cd614a2518fd6603u.jpeg          食品/饮料/日化          融资未公开   \n",
       " 23   5f8f986aea60860b75384fab08u.jpg                制药         沪深A股上市   \n",
       " 24   5f8f98648dbe6273dcf8515508u.jpg              IT服务       其他股票市场上市   \n",
       " 25   5f8fa3bddfb13a7dee343d7608u.png              IT服务            NaN   \n",
       " 26   60594891e67dd642e66167e607u.jpg             计算机软件            已上市   \n",
       " 27   5f8fa3a679c7cc70efbf444e08u.png          基金/证券/期货           战略融资   \n",
       " 28   5f8f98648dbe6273dcf8515508u.jpg             计算机软件         沪深A股上市   \n",
       " 29   5f8f986779c7cc70efbf36c008u.jpg                银行            NaN   \n",
       " 30   61763c997ee42471be22de7101u.png               互联网          融资未公开   \n",
       " 31   641a757dffdf96787e4eef0105u.png       电子/半导体/集成电路            NaN   \n",
       " 32   60aef83a1d480101d4219a6e07u.png              电子商务          融资未公开   \n",
       " 33   5f8f986c79c7cc70efbf36c808u.jpg          食品/饮料/酒水         沪深A股上市   \n",
       " 34   623ad357dba87875df4a0eee03u.png             计算机软件            已上市   \n",
       " 35   5f8f9865ea60860b75384fa508u.jpg             计算机软件            NaN   \n",
       " 36   5fc838b87d6477448762618c01u.png              智能安防          融资未公开   \n",
       " 37   5f8fa3bddfb13a7dee343d7608u.png                制药          融资未公开   \n",
       " 38   54d1e761712e7147fd8062c902c.jpg               互联网            NaN   \n",
       " 39   5f8f9868f6d1ab58476f24a008u.jpg              电子商务            NaN   \n",
       " \n",
       "                       comp.compLogo     comp.compName comp.compScale  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png         某北京医药流通公司         50-99人   \n",
       " 1   5bfea0c574719d2aa34c074f03a.png     李氏大药厂(香港)有限公司       500-999人   \n",
       " 2   61b07937d0458d53c627567e02u.jpg    北京妙趣盒生文化传播有限公司         50-99人   \n",
       " 3   61a5bb22f96ca95918aa2e9206u.png      广东森宝文化实业有限公司     1000-2000人   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png         某国内制药上市公司     2000-5000人   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png          某贸易进出口公司          1-49人   \n",
       " 6   61b07937d0458d53c627567e02u.jpg    广州智都投资控股集团有限公司         50-99人   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司       100-499人   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png          运营商全资子公司       100-499人   \n",
       " 9   634f899ab0584d35822417cb06u.png   文峰荟(广州)企业管理有限公司       500-999人   \n",
       " 10  60096cb986ddfd21f7c973d408u.png              致景科技     2000-5000人   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司     2000-5000人   \n",
       " 12  60af42bdd7e0220766018e7304u.png              丹霄技术       100-499人   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司                  \n",
       " 14  63da3c9d211aff1618cde20207u.png            恒鼎文化传媒          1-49人   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png     某广州大型专业技术服务公司       500-999人   \n",
       " 16  62860cf27933ee37f03c289902u.png              高重科技       100-499人   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司       100-499人   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司       100-499人   \n",
       " 19  5bfe91b674719d35745ae24c03a.png              凯普生物     2000-5000人   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司     2000-5000人   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司       100-499人   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          知名港资快消集团     2000-5000人   \n",
       " 23  60f0012c66b5e17b60aa022905u.png               一品红       500-999人   \n",
       " 24  5bfe91e274719d35745aeb5b03a.png              恒赢智航    5000-10000人   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司       100-499人   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png      某广州计算机软件上市公司    5000-10000人   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png     某大型基金/证券/期货公司     2000-5000人   \n",
       " 28  5bfe95c674719df0ac98e51303a.png              视源股份    5000-10000人   \n",
       " 29  5bfe900574719d35745a8df003a.png        广州银行股份有限公司    5000-10000人   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png        某大型知名互联网公司     1000-2000人   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png  某深圳电子/半导体/集成电路公司                  \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png         某宁波电子商务公司       100-499人   \n",
       " 33  5ec39993f2540204574caa5008u.jpg              汤臣倍健     2000-5000人   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png         某广州知名上市公司    5000-10000人   \n",
       " 35  62d900a5068a783307d8850402u.png      建信金融科技有限责任公司    5000-10000人   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png             某安防公司       100-499人   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png           某国内制药公司       100-499人   \n",
       " 38  5bfe9c5774719df0ac9a31bc03a.png              越亮传奇       500-999人   \n",
       " 39  6407f5d3a62c5e5a8dcc4aeb06u.png             泰容亿科技                  \n",
       " \n",
       "                                    comp.link job.pcOuterLink  job.h5OuterLink  \\\n",
       " 0                                                        NaN              NaN   \n",
       " 1    https://www.liepin.com/company/9510141/                                    \n",
       " 2   https://www.liepin.com/company/12846035/                                    \n",
       " 3   https://www.liepin.com/company/13001749/                                    \n",
       " 4                                                        NaN              NaN   \n",
       " 5                                                        NaN              NaN   \n",
       " 6   https://www.liepin.com/company/13183547/                                    \n",
       " 7                                                        NaN              NaN   \n",
       " 8                                                        NaN              NaN   \n",
       " 9   https://www.liepin.com/company/13297665/                                    \n",
       " 10   https://www.liepin.com/company/8448877/                                    \n",
       " 11                                                       NaN              NaN   \n",
       " 12   https://www.liepin.com/company/9886227/                                    \n",
       " 13                                                       NaN              NaN   \n",
       " 14  https://www.liepin.com/company/13393455/                                    \n",
       " 15                                                       NaN              NaN   \n",
       " 16   https://www.liepin.com/company/9368549/                                    \n",
       " 17                                                       NaN              NaN   \n",
       " 18                                                       NaN              NaN   \n",
       " 19   https://www.liepin.com/company/8086509/                                    \n",
       " 20                                                       NaN              NaN   \n",
       " 21                                                       NaN              NaN   \n",
       " 22                                                       NaN              NaN   \n",
       " 23   https://www.liepin.com/company/8788514/                                    \n",
       " 24   https://www.liepin.com/company/9600943/                                    \n",
       " 25                                                       NaN              NaN   \n",
       " 26                                                       NaN              NaN   \n",
       " 27                                                       NaN              NaN   \n",
       " 28   https://www.liepin.com/company/7854025/                                    \n",
       " 29   https://www.liepin.com/company/6017109/                                    \n",
       " 30                                                       NaN              NaN   \n",
       " 31                                                       NaN              NaN   \n",
       " 32                                                       NaN              NaN   \n",
       " 33   https://www.liepin.com/company/8080810/                                    \n",
       " 34                                                       NaN              NaN   \n",
       " 35   https://www.liepin.com/company/9749905/                                    \n",
       " 36                                                       NaN              NaN   \n",
       " 37                                                       NaN              NaN   \n",
       " 38   https://www.liepin.com/company/1327734/                                    \n",
       " 39  https://www.liepin.com/company/13450471/                                    \n",
       " \n",
       "    comp.compId  \n",
       " 0          NaN  \n",
       " 1    9510141.0  \n",
       " 2   12846035.0  \n",
       " 3   13001749.0  \n",
       " 4          NaN  \n",
       " 5          NaN  \n",
       " 6   13183547.0  \n",
       " 7          NaN  \n",
       " 8          NaN  \n",
       " 9   13297665.0  \n",
       " 10   8448877.0  \n",
       " 11         NaN  \n",
       " 12   9886227.0  \n",
       " 13         NaN  \n",
       " 14  13393455.0  \n",
       " 15         NaN  \n",
       " 16   9368549.0  \n",
       " 17         NaN  \n",
       " 18         NaN  \n",
       " 19   8086509.0  \n",
       " 20         NaN  \n",
       " 21         NaN  \n",
       " 22         NaN  \n",
       " 23   8788514.0  \n",
       " 24   9600943.0  \n",
       " 25         NaN  \n",
       " 26         NaN  \n",
       " 27         NaN  \n",
       " 28   7854025.0  \n",
       " 29   6017109.0  \n",
       " 30         NaN  \n",
       " 31         NaN  \n",
       " 32         NaN  \n",
       " 33   8080810.0  \n",
       " 34         NaN  \n",
       " 35   9749905.0  \n",
       " 36         NaN  \n",
       " 37         NaN  \n",
       " 38   1327734.0  \n",
       " 39  13450471.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"imId\":\"0950661f126a6a1ce77954e2c72cabb6\",\"im...   \n",
       " 1   {\"imId\":\"fdb297e5cdef0dd5613348042573671f\",\"im...   \n",
       " 2   {\"imId\":\"e92823ee8be379166e8893c9219f7e03\",\"im...   \n",
       " 3   {\"imId\":\"3856590f4c95362ab8186adbf6c31dd6\",\"im...   \n",
       " 4   {\"imId\":\"d4d255439c55db2fe7b184a1ccff1ea4\",\"im...   \n",
       " 5   {\"imId\":\"f1babf1239ec0f75a8576116ff288909\",\"im...   \n",
       " 6   {\"imId\":\"2e2678cb5cd647bb7ea58b95d93937d7\",\"im...   \n",
       " 7   {\"imId\":\"f3e9109e8225cee10e33f8ac54fbf39e\",\"im...   \n",
       " 8   {\"imId\":\"09769b50912e55a1be3900059d28d9fd\",\"im...   \n",
       " 9   {\"imId\":\"ae28de7e05e365ec4905a3841e4dc3ea\",\"im...   \n",
       " 10  {\"imId\":\"1ff91052738743e19809d03804875792\",\"im...   \n",
       " 11  {\"imId\":\"47c7281c664c4cfbdfb6df235db455f2\",\"im...   \n",
       " 12  {\"imId\":\"091704632b0de49d10eee5f74aeb3ab8\",\"im...   \n",
       " 13  {\"imId\":\"57d1feab0f44c5a4337193710fe42056\",\"im...   \n",
       " 14  {\"imId\":\"0b64e00a67b1d9a5e4b537e9b7803e4b\",\"im...   \n",
       " 15  {\"imId\":\"88fc68c3e5aa2b3bf4067025f1d6ce6f\",\"im...   \n",
       " 16  {\"imId\":\"6b598284f809685dd6a9d1214a39013b\",\"im...   \n",
       " 17  {\"imId\":\"20885e870931c562fdb0a7e165355a7f\",\"im...   \n",
       " 18  {\"imId\":\"84bda8083fce65928f669bb17ec3d8eb\",\"im...   \n",
       " 19  {\"imId\":\"8951c85dd8b85b3c062c1b1ee9c7454d\",\"im...   \n",
       " 20  {\"imId\":\"47c7281c664c4cfbdfb6df235db455f2\",\"im...   \n",
       " 21  {\"imId\":\"20885e870931c562fdb0a7e165355a7f\",\"im...   \n",
       " 22  {\"imId\":\"6562ab6805ed6c31063dfc1b00f6daab\",\"im...   \n",
       " 23  {\"imId\":\"2edd5d384c7f34508d1ff84e0a6c6898\",\"im...   \n",
       " 24  {\"imId\":\"7054bea032224cbe4a7a04e7d95591ea\",\"im...   \n",
       " 25  {\"imId\":\"20885e870931c562fdb0a7e165355a7f\",\"im...   \n",
       " 26  {\"imId\":\"684fde117e1cc80562cb88e0a323364d\",\"im...   \n",
       " 27  {\"imId\":\"58a1a30e81a9f4892980490a0cdf2257\",\"im...   \n",
       " 28  {\"imId\":\"3d984b48faf63c3239e48140c0193d97\",\"im...   \n",
       " 29  {\"imId\":\"a59effad6b4824f024eff958a002fd93\",\"im...   \n",
       " 30  {\"imId\":\"96bc5ac5f2ea72f19941166e65ebdb6f\",\"im...   \n",
       " 31  {\"imId\":\"df3f892a076757bf99c4538f2a55bd77\",\"im...   \n",
       " 32  {\"imId\":\"b69495e1f8cfa827dfb6df235db455f2\",\"im...   \n",
       " 33  {\"imId\":\"3d916811f6aedd61ef38cb0ce6f46cd7\",\"im...   \n",
       " 34  {\"imId\":\"8a56296a046a659e01ab80e4a8b96567\",\"im...   \n",
       " 35  {\"imId\":\"2879a93a141a991dd1ab17cab7c5f1ad\",\"im...   \n",
       " 36  {\"imId\":\"a75b25f528b30730337193710fe42056\",\"im...   \n",
       " 37  {\"imId\":\"0168b7090abcfb8e5d887c62117912b0\",\"im...   \n",
       " 38  {\"imId\":\"3b37f6bb027ba58b78f5885b11a76839\",\"im...   \n",
       " 39  {\"imId\":\"74319f538e9a62649a60b5cc1b6a8566\",\"im...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 5   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 6   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 7   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 9   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 11  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0                                                  []  20230413192613   \n",
       " 1                                                  []  20230216103639   \n",
       " 2                                              [数据分析]  20230307150921   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]  20230411141336   \n",
       " 4                                                  []  20230330145539   \n",
       " 5                                                  []  20230321164901   \n",
       " 6                                                  []  20230418091105   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]  20230328105859   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]  20230421110556   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]  20230421102138   \n",
       " 10                                             [架构设计]  20211125104506   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...  20230403105432   \n",
       " 12                                       [c端产品, 数据分析]  20230414091141   \n",
       " 13                                              [制造业]  20230420093558   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]  20230321120241   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  20230306110903   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...  20230404155444   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]  20230413162324   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]  20230419103328   \n",
       " 19                                 [产品设计, b端产品, 需求分析]  20211214164804   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...  20230411135550   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]  20230413162324   \n",
       " 22                                       [数据产品, 工具产品]  20230303103708   \n",
       " 23                                                 []  20230323112810   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...  20221206094018   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]  20230413162101   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]  20230421094144   \n",
       " 27                               [金融产品, to B, web端产品]  20230128203854   \n",
       " 28                                         [办公软件、工具类]  20230330175512   \n",
       " 29                                                 []  20221222123631   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]  20230223174312   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...  20230322114446   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]  20230404142211   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]  20221108092741   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]  20230411154613   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]  20230421140848   \n",
       " 36                                                 []  20230404181136   \n",
       " 37                                                 []  20230412133907   \n",
       " 38                                            [计算机软件]  20230413135515   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]  20230322183423   \n",
       " \n",
       "     job.topJob job.jobKind job.jobId                     job.title  \\\n",
       " 0        False           1  45288093                        医药产品经理   \n",
       " 1        False           2  56161375                       产品经理-肿瘤   \n",
       " 2        False           2  44235539                      潮玩盲盒产品经理   \n",
       " 3        False           2  52471955                          产品经理   \n",
       " 4        False           1  44884553                        电商产品经理   \n",
       " 5        False           1  44607657                          品质PM   \n",
       " 6        False           2  57515707               广花融资担保公司（筹）产品经理   \n",
       " 7        False           1  44794295                     B端供应链产品经理   \n",
       " 8        False           1  44810969                        高级产品经理   \n",
       " 9        False           2  56142583                          产品经理   \n",
       " 10       False           2  43863229              产品经理（支付）(J11223)   \n",
       " 11       False           1  44949997                      AI应用产品经理   \n",
       " 12       False           2  42975373                          产品经理   \n",
       " 13       False           1  44808007                       MES产品经理   \n",
       " 14       False           2  55722223                     文创产品经理/主管   \n",
       " 15       False           1  44099555                    数据产品经理（中台）   \n",
       " 16       False           2  56306495                        民航产品经理   \n",
       " 17       False           1  45280189                    产品经理（商品中心）   \n",
       " 18       False           1  45307815            产品经理（预售，员工分销）-国企正编   \n",
       " 19       False           2  41822517                          产品经理   \n",
       " 20       False           1  45183899  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）   \n",
       " 21       False           1  45280187                    产品经理（商品中心）   \n",
       " 22       False           1  44046273                     AI应用产品经理    \n",
       " 23       False           2   7643641                          产品经理   \n",
       " 24       False           2  51720291                          产品经理   \n",
       " 25       False           1  45280019                          产品经理   \n",
       " 26       False           1  45131607                          产品经理   \n",
       " 27       False           1  42880637                        高级产品经理   \n",
       " 28       False           2  57438265                        高级产品经理   \n",
       " 29       False           2  55177509                         产品经理岗   \n",
       " 30       False           1  43795869                    产品经理（数据方向）   \n",
       " 31       False           1  44633159                          产品经理   \n",
       " 32       False           1  45007687                      垂直电商产品经理   \n",
       " 33       False           2  45098711                  产品经理(J11093)   \n",
       " 34       False           1  43470183                      海外软件产品经理   \n",
       " 35       False           2  55763181         产品经理-安全方向（广州）(J11694)   \n",
       " 36       False           1  43066789                          产品经理   \n",
       " 37       False           1  43773655                          产品经理   \n",
       " 38       False           2  57777369                       物联网产品经理   \n",
       " 39       False           2  57209449                        照明产品经理   \n",
       " \n",
       "    job.requireWorkYears  job.salary  ...          recruiter.recruiterPhoto  \\\n",
       " 0                  3-5年      15-20k  ...   63fc55f5f6f3654cff90476303u.png   \n",
       " 1                  3-5年      20-35k  ...   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 2                  一年以下      10-15k  ...   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 3                  1-3年      10-15k  ...   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 4                  3-5年      25-35k  ...   6239435dbf25ff5ff20a8e5605u.jpg   \n",
       " 5                  3-5年  12-20k·13薪  ...   60f7762017b23e15ed84a9a008u.jpg   \n",
       " 6                  1-3年      10-20k  ...   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 7                  3-5年  20-35k·14薪  ...   6144210d021e5332beb3eaa601u.png   \n",
       " 8                 5-10年  20-25k·15薪  ...   6100ba7999bae10d052ceaa608u.png   \n",
       " 9                  1-3年      20-30k  ...   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 10                5-10年      16-35k  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11                5-10年  16-22k·15薪  ...   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 12                 3-5年      20-25k  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 13                5-10年  25-30k·16薪  ...   6041904cac649a4e4185175f05u.png   \n",
       " 14                 3-5年       8-12k  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 15                 3-5年  20-30k·15薪  ...   628c33a6256da95d600ec7a305u.jpg   \n",
       " 16                 3-5年      15-30k  ...  63749d37ea177d16a68dcfd601u.jpeg   \n",
       " 17                5-10年      15-30k  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 18                5-10年      26-30k  ...   642e8e49de25b83c3c8d509707u.png   \n",
       " 19                 3-5年      10-20k  ...   54d1e78d712eb4f6b84c788f02c.jpg   \n",
       " 20                5-10年  16-22k·15薪  ...   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 21                5-10年      15-30k  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 22                 1-3年  18-19k·15薪  ...  636899c231cd614a2518fd6603u.jpeg   \n",
       " 23                5-10年      25-35k  ...   5f8f986aea60860b75384fab08u.jpg   \n",
       " 24                 经验不限  20-50k·13薪  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25                5-10年      15-30k  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 26                 经验不限      30-60k  ...   60594891e67dd642e66167e607u.jpg   \n",
       " 27                5-10年      40-60k  ...   5f8fa3a679c7cc70efbf444e08u.png   \n",
       " 28                 3-5年  20-30k·13薪  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 29                 3-5年      18-35k  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 30                5-10年  15-20k·18薪  ...   61763c997ee42471be22de7101u.png   \n",
       " 31                10年以上  50-80k·16薪  ...   641a757dffdf96787e4eef0105u.png   \n",
       " 32                 3-5年      15-25k  ...   60aef83a1d480101d4219a6e07u.png   \n",
       " 33                5-10年        薪资面议  ...   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 34                 3-5年  35-65k·16薪  ...   623ad357dba87875df4a0eee03u.png   \n",
       " 35                 3-5年      15-25k  ...   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 36                 3-5年      15-30k  ...   5fc838b87d6477448762618c01u.png   \n",
       " 37                5-10年      15-30k  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 38                 3-5年      12-20k  ...   54d1e761712e7147fd8062c902c.jpg   \n",
       " 39                 3-5年  20-25k·13薪  ...   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " \n",
       "    comp.compScale     comp.compName comp.compIndustry comp.compStage  \\\n",
       " 0          50-99人         某北京医药流通公司              医药流通          融资未公开   \n",
       " 1        500-999人     李氏大药厂(香港)有限公司                制药            NaN   \n",
       " 2          50-99人    北京妙趣盒生文化传播有限公司               NaN            NaN   \n",
       " 3      1000-2000人      广东森宝文化实业有限公司               工艺品            NaN   \n",
       " 4      2000-5000人         某国内制药上市公司          食品/饮料/酒水            已上市   \n",
       " 5           1-49人          某贸易进出口公司            贸易/进出口          融资未公开   \n",
       " 6          50-99人    广州智都投资控股集团有限公司           其他商务服务业          融资未公开   \n",
       " 7        100-499人          某广州互联网公司               互联网          不需要融资   \n",
       " 8        100-499人          运营商全资子公司        内容(音视频/阅读)          融资未公开   \n",
       " 9        500-999人   文峰荟(广州)企业管理有限公司              电子商务            NaN   \n",
       " 10     2000-5000人              致景科技              电子商务             D轮   \n",
       " 11     2000-5000人   某国内大型食品/饮料/酒水公司          食品/饮料/酒水          融资未公开   \n",
       " 12       100-499人              丹霄技术              电子商务            NaN   \n",
       " 13                         某广州互联网公司               互联网            NaN   \n",
       " 14          1-49人            恒鼎文化传媒             文化艺术业            NaN   \n",
       " 15       500-999人     某广州大型专业技术服务公司            专业技术服务             A轮   \n",
       " 16       100-499人              高重科技              人工智能             C轮   \n",
       " 17       100-499人         某广州IT服务公司              IT服务            NaN   \n",
       " 18       100-499人         某广州IT服务公司              IT服务            NaN   \n",
       " 19     2000-5000人              凯普生物                制药         沪深A股上市   \n",
       " 20     2000-5000人   某国内大型食品/饮料/酒水公司          食品/饮料/酒水          融资未公开   \n",
       " 21       100-499人         某广州IT服务公司              IT服务            NaN   \n",
       " 22     2000-5000人          知名港资快消集团          食品/饮料/日化          融资未公开   \n",
       " 23       500-999人               一品红                制药         沪深A股上市   \n",
       " 24    5000-10000人              恒赢智航              IT服务       其他股票市场上市   \n",
       " 25       100-499人         某广州IT服务公司              IT服务            NaN   \n",
       " 26    5000-10000人      某广州计算机软件上市公司             计算机软件            已上市   \n",
       " 27     2000-5000人     某大型基金/证券/期货公司          基金/证券/期货           战略融资   \n",
       " 28    5000-10000人              视源股份             计算机软件         沪深A股上市   \n",
       " 29    5000-10000人        广州银行股份有限公司                银行            NaN   \n",
       " 30     1000-2000人        某大型知名互联网公司               互联网          融资未公开   \n",
       " 31                 某深圳电子/半导体/集成电路公司       电子/半导体/集成电路            NaN   \n",
       " 32       100-499人         某宁波电子商务公司              电子商务          融资未公开   \n",
       " 33     2000-5000人              汤臣倍健          食品/饮料/酒水         沪深A股上市   \n",
       " 34    5000-10000人         某广州知名上市公司             计算机软件            已上市   \n",
       " 35    5000-10000人      建信金融科技有限责任公司             计算机软件            NaN   \n",
       " 36       100-499人             某安防公司              智能安防          融资未公开   \n",
       " 37       100-499人           某国内制药公司                制药          融资未公开   \n",
       " 38       500-999人              越亮传奇               互联网            NaN   \n",
       " 39                            泰容亿科技              电子商务            NaN   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 1   5bfea0c574719d2aa34c074f03a.png   https://www.liepin.com/company/9510141/   \n",
       " 2   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12846035/   \n",
       " 3   61a5bb22f96ca95918aa2e9206u.png  https://www.liepin.com/company/13001749/   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 6   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13183547/   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 9   634f899ab0584d35822417cb06u.png  https://www.liepin.com/company/13297665/   \n",
       " 10  60096cb986ddfd21f7c973d408u.png   https://www.liepin.com/company/8448877/   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 12  60af42bdd7e0220766018e7304u.png   https://www.liepin.com/company/9886227/   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 14  63da3c9d211aff1618cde20207u.png  https://www.liepin.com/company/13393455/   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 16  62860cf27933ee37f03c289902u.png   https://www.liepin.com/company/9368549/   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 19  5bfe91b674719d35745ae24c03a.png   https://www.liepin.com/company/8086509/   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 23  60f0012c66b5e17b60aa022905u.png   https://www.liepin.com/company/8788514/   \n",
       " 24  5bfe91e274719d35745aeb5b03a.png   https://www.liepin.com/company/9600943/   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 28  5bfe95c674719df0ac98e51303a.png   https://www.liepin.com/company/7854025/   \n",
       " 29  5bfe900574719d35745a8df003a.png   https://www.liepin.com/company/6017109/   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 33  5ec39993f2540204574caa5008u.jpg   https://www.liepin.com/company/8080810/   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 35  62d900a5068a783307d8850402u.png   https://www.liepin.com/company/9749905/   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 38  5bfe9c5774719df0ac9a31bc03a.png   https://www.liepin.com/company/1327734/   \n",
       " 39  6407f5d3a62c5e5a8dcc4aeb06u.png  https://www.liepin.com/company/13450471/   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink comp.compId  \n",
       " 0              NaN             NaN         NaN  \n",
       " 1                                    9510141.0  \n",
       " 2                                   12846035.0  \n",
       " 3                                   13001749.0  \n",
       " 4              NaN             NaN         NaN  \n",
       " 5              NaN             NaN         NaN  \n",
       " 6                                   13183547.0  \n",
       " 7              NaN             NaN         NaN  \n",
       " 8              NaN             NaN         NaN  \n",
       " 9                                   13297665.0  \n",
       " 10                                   8448877.0  \n",
       " 11             NaN             NaN         NaN  \n",
       " 12                                   9886227.0  \n",
       " 13             NaN             NaN         NaN  \n",
       " 14                                  13393455.0  \n",
       " 15             NaN             NaN         NaN  \n",
       " 16                                   9368549.0  \n",
       " 17             NaN             NaN         NaN  \n",
       " 18             NaN             NaN         NaN  \n",
       " 19                                   8086509.0  \n",
       " 20             NaN             NaN         NaN  \n",
       " 21             NaN             NaN         NaN  \n",
       " 22             NaN             NaN         NaN  \n",
       " 23                                   8788514.0  \n",
       " 24                                   9600943.0  \n",
       " 25             NaN             NaN         NaN  \n",
       " 26             NaN             NaN         NaN  \n",
       " 27             NaN             NaN         NaN  \n",
       " 28                                   7854025.0  \n",
       " 29                                   6017109.0  \n",
       " 30             NaN             NaN         NaN  \n",
       " 31             NaN             NaN         NaN  \n",
       " 32             NaN             NaN         NaN  \n",
       " 33                                   8080810.0  \n",
       " 34             NaN             NaN         NaN  \n",
       " 35                                   9749905.0  \n",
       " 36             NaN             NaN         NaN  \n",
       " 37             NaN             NaN         NaN  \n",
       " 38                                   1327734.0  \n",
       " 39                                  13450471.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2245288093%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2256161375%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2244235539%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2252471955%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2244884553%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2244607657%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2257515707%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2244794295%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2244810969%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2256142583%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2243863229%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2244949997%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2242975373%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2244808007%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2255722223%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2244099555%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2256306495%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2245280189%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2245307815%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2241822517%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2245183899%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2245280187%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2244046273%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%227643641%22%2C%22ckId%22%3A...   \n",
       " 24  %7B%22jobId%22%3A%2251720291%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2245280019%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2245131607%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2242880637%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2257438265%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2255177509%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2243795869%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2244633159%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2245007687%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2245098711%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2243470183%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2255763181%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2243066789%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2243773655%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2257777369%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2257209449%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"45288093\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 1   {\"jobId\":\"56161375\",\"recruiterName\":\"孟女士\",\"job...   \n",
       " 2   {\"jobId\":\"44235539\",\"recruiterName\":\"朱女士\",\"job...   \n",
       " 3   {\"jobId\":\"52471955\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 4   {\"jobId\":\"44884553\",\"recruiterName\":\"汪女士\",\"job...   \n",
       " 5   {\"jobId\":\"44607657\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 6   {\"jobId\":\"57515707\",\"recruiterName\":\"齐女士\",\"job...   \n",
       " 7   {\"jobId\":\"44794295\",\"recruiterName\":\"邬女士\",\"job...   \n",
       " 8   {\"jobId\":\"44810969\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 9   {\"jobId\":\"56142583\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 10  {\"jobId\":\"43863229\",\"recruiterName\":\"庄女士\",\"job...   \n",
       " 11  {\"jobId\":\"44949997\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 12  {\"jobId\":\"42975373\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 13  {\"jobId\":\"44808007\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 14  {\"jobId\":\"55722223\",\"recruiterName\":\"唐女士\",\"job...   \n",
       " 15  {\"jobId\":\"44099555\",\"recruiterName\":\"郭女士\",\"job...   \n",
       " 16  {\"jobId\":\"56306495\",\"recruiterName\":\"臧女士\",\"job...   \n",
       " 17  {\"jobId\":\"45280189\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 18  {\"jobId\":\"45307815\",\"recruiterName\":\"纪女士\",\"job...   \n",
       " 19  {\"jobId\":\"41822517\",\"recruiterName\":\"许女士\",\"job...   \n",
       " 20  {\"jobId\":\"45183899\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 21  {\"jobId\":\"45280187\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 22  {\"jobId\":\"44046273\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 23  {\"jobId\":\"7643641\",\"recruiterName\":\"杨先生\",\"jobK...   \n",
       " 24  {\"jobId\":\"51720291\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 25  {\"jobId\":\"45280019\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 26  {\"jobId\":\"45131607\",\"recruiterName\":\"林先生\",\"job...   \n",
       " 27  {\"jobId\":\"42880637\",\"recruiterName\":\"潘先生\",\"job...   \n",
       " 28  {\"jobId\":\"57438265\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 29  {\"jobId\":\"55177509\",\"recruiterName\":\"孔女士\",\"job...   \n",
       " 30  {\"jobId\":\"43795869\",\"recruiterName\":\"林女士\",\"job...   \n",
       " 31  {\"jobId\":\"44633159\",\"recruiterName\":\"孟女士\",\"job...   \n",
       " 32  {\"jobId\":\"45007687\",\"recruiterName\":\"赵先生\",\"job...   \n",
       " 33  {\"jobId\":\"45098711\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 34  {\"jobId\":\"43470183\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 35  {\"jobId\":\"55763181\",\"recruiterName\":\"谭女士\",\"job...   \n",
       " 36  {\"jobId\":\"43066789\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 37  {\"jobId\":\"43773655\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 38  {\"jobId\":\"57777369\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 39  {\"jobId\":\"57209449\",\"recruiterName\":\"谭先生\",\"job...   \n",
       " \n",
       "                                            job.labels job.jobId  job.salary  \\\n",
       " 0                                                  []  45288093      15-20k   \n",
       " 1                                                  []  56161375      20-35k   \n",
       " 2                                              [数据分析]  44235539      10-15k   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]  52471955      10-15k   \n",
       " 4                                                  []  44884553      25-35k   \n",
       " 5                                                  []  44607657  12-20k·13薪   \n",
       " 6                                                  []  57515707      10-20k   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]  44794295  20-35k·14薪   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]  44810969  20-25k·15薪   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]  56142583      20-30k   \n",
       " 10                                             [架构设计]  43863229      16-35k   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...  44949997  16-22k·15薪   \n",
       " 12                                       [c端产品, 数据分析]  42975373      20-25k   \n",
       " 13                                              [制造业]  44808007  25-30k·16薪   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]  55722223       8-12k   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  44099555  20-30k·15薪   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...  56306495      15-30k   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]  45280189      15-30k   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]  45307815      26-30k   \n",
       " 19                                 [产品设计, b端产品, 需求分析]  41822517      10-20k   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...  45183899  16-22k·15薪   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]  45280187      15-30k   \n",
       " 22                                       [数据产品, 工具产品]  44046273  18-19k·15薪   \n",
       " 23                                                 []   7643641      25-35k   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...  51720291  20-50k·13薪   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]  45280019      15-30k   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]  45131607      30-60k   \n",
       " 27                               [金融产品, to B, web端产品]  42880637      40-60k   \n",
       " 28                                         [办公软件、工具类]  57438265  20-30k·13薪   \n",
       " 29                                                 []  55177509      18-35k   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]  43795869  15-20k·18薪   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...  44633159  50-80k·16薪   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]  45007687      15-25k   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]  45098711        薪资面议   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]  43470183  35-65k·16薪   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]  55763181      15-25k   \n",
       " 36                                                 []  43066789      15-30k   \n",
       " 37                                                 []  43773655      15-30k   \n",
       " 38                                            [计算机软件]  57777369      12-20k   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]  57209449  20-25k·13薪   \n",
       " \n",
       "     job.dq job.jobKind  job.topJob                     job.title  \\\n",
       " 0   广州-天河区           1       False                        医药产品经理   \n",
       " 1   广州-荔湾区           2       False                       产品经理-肿瘤   \n",
       " 2   广州-海珠区           2       False                      潮玩盲盒产品经理   \n",
       " 3   广州-海珠区           2       False                          产品经理   \n",
       " 4       广州           1       False                        电商产品经理   \n",
       " 5       广州           1       False                          品质PM   \n",
       " 6   广州-花都区           2       False               广花融资担保公司（筹）产品经理   \n",
       " 7   广州-番禺区           1       False                     B端供应链产品经理   \n",
       " 8   广州-越秀区           1       False                        高级产品经理   \n",
       " 9   广州-越秀区           2       False                          产品经理   \n",
       " 10  广州-海珠区           2       False              产品经理（支付）(J11223)   \n",
       " 11  广州-白云区           1       False                      AI应用产品经理   \n",
       " 12  广州-天河区           2       False                          产品经理   \n",
       " 13      广州           1       False                       MES产品经理   \n",
       " 14  广州-海珠区           2       False                     文创产品经理/主管   \n",
       " 15      广州           1       False                    数据产品经理（中台）   \n",
       " 16  广州-花都区           2       False                        民航产品经理   \n",
       " 17  广州-海珠区           1       False                    产品经理（商品中心）   \n",
       " 18  广州-海珠区           1       False            产品经理（预售，员工分销）-国企正编   \n",
       " 19  广州-黄埔区           2       False                          产品经理   \n",
       " 20  广州-白云区           1       False  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）   \n",
       " 21  广州-海珠区           1       False                    产品经理（商品中心）   \n",
       " 22      广州           1       False                     AI应用产品经理    \n",
       " 23      广州           2       False                          产品经理   \n",
       " 24  广州-天河区           2       False                          产品经理   \n",
       " 25  广州-海珠区           1       False                          产品经理   \n",
       " 26      广州           1       False                          产品经理   \n",
       " 27      广州           1       False                        高级产品经理   \n",
       " 28  广州-黄埔区           2       False                        高级产品经理   \n",
       " 29  广州-天河区           2       False                         产品经理岗   \n",
       " 30      广州           1       False                    产品经理（数据方向）   \n",
       " 31      广州           1       False                          产品经理   \n",
       " 32      广州           1       False                      垂直电商产品经理   \n",
       " 33  广州-黄埔区           2       False                  产品经理(J11093)   \n",
       " 34  广州-黄埔区           1       False                      海外软件产品经理   \n",
       " 35  广州-天河区           2       False         产品经理-安全方向（广州）(J11694)   \n",
       " 36      广州           1       False                          产品经理   \n",
       " 37  广州-天河区           1       False                          产品经理   \n",
       " 38  广州-天河区           2       False                       物联网产品经理   \n",
       " 39  广州-白云区           2       False                        照明产品经理   \n",
       " \n",
       "    job.refreshTime  ...          recruiter.recruiterPhoto comp.compStage  \\\n",
       " 0   20230413192613  ...   63fc55f5f6f3654cff90476303u.png          融资未公开   \n",
       " 1   20230216103639  ...   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 2   20230307150921  ...   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 3   20230411141336  ...   5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " 4   20230330145539  ...   6239435dbf25ff5ff20a8e5605u.jpg            已上市   \n",
       " 5   20230321164901  ...   60f7762017b23e15ed84a9a008u.jpg          融资未公开   \n",
       " 6   20230418091105  ...   5f8f9865ea60860b75384fa508u.jpg          融资未公开   \n",
       " 7   20230328105859  ...   6144210d021e5332beb3eaa601u.png          不需要融资   \n",
       " 8   20230421110556  ...   6100ba7999bae10d052ceaa608u.png          融资未公开   \n",
       " 9   20230421102138  ...   5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 10  20211125104506  ...   5f8f98648dbe6273dcf8515508u.jpg             D轮   \n",
       " 11  20230403105432  ...   612f3bce95c03625d0aa7d1a04u.jpg          融资未公开   \n",
       " 12  20230414091141  ...   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 13  20230420093558  ...   6041904cac649a4e4185175f05u.png            NaN   \n",
       " 14  20230321120241  ...   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 15  20230306110903  ...   628c33a6256da95d600ec7a305u.jpg             A轮   \n",
       " 16  20230404155444  ...  63749d37ea177d16a68dcfd601u.jpeg             C轮   \n",
       " 17  20230413162324  ...   5f8fa3bddfb13a7dee343d7608u.png            NaN   \n",
       " 18  20230419103328  ...   642e8e49de25b83c3c8d509707u.png            NaN   \n",
       " 19  20211214164804  ...   54d1e78d712eb4f6b84c788f02c.jpg         沪深A股上市   \n",
       " 20  20230411135550  ...   612f3bce95c03625d0aa7d1a04u.jpg          融资未公开   \n",
       " 21  20230413162324  ...   5f8fa3bddfb13a7dee343d7608u.png            NaN   \n",
       " 22  20230303103708  ...  636899c231cd614a2518fd6603u.jpeg          融资未公开   \n",
       " 23  20230323112810  ...   5f8f986aea60860b75384fab08u.jpg         沪深A股上市   \n",
       " 24  20221206094018  ...   5f8f98648dbe6273dcf8515508u.jpg       其他股票市场上市   \n",
       " 25  20230413162101  ...   5f8fa3bddfb13a7dee343d7608u.png            NaN   \n",
       " 26  20230421094144  ...   60594891e67dd642e66167e607u.jpg            已上市   \n",
       " 27  20230128203854  ...   5f8fa3a679c7cc70efbf444e08u.png           战略融资   \n",
       " 28  20230330175512  ...   5f8f98648dbe6273dcf8515508u.jpg         沪深A股上市   \n",
       " 29  20221222123631  ...   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 30  20230223174312  ...   61763c997ee42471be22de7101u.png          融资未公开   \n",
       " 31  20230322114446  ...   641a757dffdf96787e4eef0105u.png            NaN   \n",
       " 32  20230404142211  ...   60aef83a1d480101d4219a6e07u.png          融资未公开   \n",
       " 33  20221108092741  ...   5f8f986c79c7cc70efbf36c808u.jpg         沪深A股上市   \n",
       " 34  20230411154613  ...   623ad357dba87875df4a0eee03u.png            已上市   \n",
       " 35  20230421140848  ...   5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 36  20230404181136  ...   5fc838b87d6477448762618c01u.png          融资未公开   \n",
       " 37  20230412133907  ...   5f8fa3bddfb13a7dee343d7608u.png          融资未公开   \n",
       " 38  20230413135515  ...   54d1e761712e7147fd8062c902c.jpg            NaN   \n",
       " 39  20230322183423  ...   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " \n",
       "                       comp.compLogo     comp.compName  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png         某北京医药流通公司   \n",
       " 1   5bfea0c574719d2aa34c074f03a.png     李氏大药厂(香港)有限公司   \n",
       " 2   61b07937d0458d53c627567e02u.jpg    北京妙趣盒生文化传播有限公司   \n",
       " 3   61a5bb22f96ca95918aa2e9206u.png      广东森宝文化实业有限公司   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png         某国内制药上市公司   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png          某贸易进出口公司   \n",
       " 6   61b07937d0458d53c627567e02u.jpg    广州智都投资控股集团有限公司   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png          运营商全资子公司   \n",
       " 9   634f899ab0584d35822417cb06u.png   文峰荟(广州)企业管理有限公司   \n",
       " 10  60096cb986ddfd21f7c973d408u.png              致景科技   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司   \n",
       " 12  60af42bdd7e0220766018e7304u.png              丹霄技术   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司   \n",
       " 14  63da3c9d211aff1618cde20207u.png            恒鼎文化传媒   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png     某广州大型专业技术服务公司   \n",
       " 16  62860cf27933ee37f03c289902u.png              高重科技   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 19  5bfe91b674719d35745ae24c03a.png              凯普生物   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          知名港资快消集团   \n",
       " 23  60f0012c66b5e17b60aa022905u.png               一品红   \n",
       " 24  5bfe91e274719d35745aeb5b03a.png              恒赢智航   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png      某广州计算机软件上市公司   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png     某大型基金/证券/期货公司   \n",
       " 28  5bfe95c674719df0ac98e51303a.png              视源股份   \n",
       " 29  5bfe900574719d35745a8df003a.png        广州银行股份有限公司   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png        某大型知名互联网公司   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png  某深圳电子/半导体/集成电路公司   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png         某宁波电子商务公司   \n",
       " 33  5ec39993f2540204574caa5008u.jpg              汤臣倍健   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png         某广州知名上市公司   \n",
       " 35  62d900a5068a783307d8850402u.png      建信金融科技有限责任公司   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png             某安防公司   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png           某国内制药公司   \n",
       " 38  5bfe9c5774719df0ac9a31bc03a.png              越亮传奇   \n",
       " 39  6407f5d3a62c5e5a8dcc4aeb06u.png             泰容亿科技   \n",
       " \n",
       "                                    comp.link comp.compScale comp.compIndustry  \\\n",
       " 0                                                    50-99人              医药流通   \n",
       " 1    https://www.liepin.com/company/9510141/       500-999人                制药   \n",
       " 2   https://www.liepin.com/company/12846035/         50-99人               NaN   \n",
       " 3   https://www.liepin.com/company/13001749/     1000-2000人               工艺品   \n",
       " 4                                                2000-5000人          食品/饮料/酒水   \n",
       " 5                                                     1-49人            贸易/进出口   \n",
       " 6   https://www.liepin.com/company/13183547/         50-99人           其他商务服务业   \n",
       " 7                                                  100-499人               互联网   \n",
       " 8                                                  100-499人        内容(音视频/阅读)   \n",
       " 9   https://www.liepin.com/company/13297665/       500-999人              电子商务   \n",
       " 10   https://www.liepin.com/company/8448877/     2000-5000人              电子商务   \n",
       " 11                                               2000-5000人          食品/饮料/酒水   \n",
       " 12   https://www.liepin.com/company/9886227/       100-499人              电子商务   \n",
       " 13                                                                        互联网   \n",
       " 14  https://www.liepin.com/company/13393455/          1-49人             文化艺术业   \n",
       " 15                                                 500-999人            专业技术服务   \n",
       " 16   https://www.liepin.com/company/9368549/       100-499人              人工智能   \n",
       " 17                                                 100-499人              IT服务   \n",
       " 18                                                 100-499人              IT服务   \n",
       " 19   https://www.liepin.com/company/8086509/     2000-5000人                制药   \n",
       " 20                                               2000-5000人          食品/饮料/酒水   \n",
       " 21                                                 100-499人              IT服务   \n",
       " 22                                               2000-5000人          食品/饮料/日化   \n",
       " 23   https://www.liepin.com/company/8788514/       500-999人                制药   \n",
       " 24   https://www.liepin.com/company/9600943/    5000-10000人              IT服务   \n",
       " 25                                                 100-499人              IT服务   \n",
       " 26                                              5000-10000人             计算机软件   \n",
       " 27                                               2000-5000人          基金/证券/期货   \n",
       " 28   https://www.liepin.com/company/7854025/    5000-10000人             计算机软件   \n",
       " 29   https://www.liepin.com/company/6017109/    5000-10000人                银行   \n",
       " 30                                               1000-2000人               互联网   \n",
       " 31                                                                电子/半导体/集成电路   \n",
       " 32                                                 100-499人              电子商务   \n",
       " 33   https://www.liepin.com/company/8080810/     2000-5000人          食品/饮料/酒水   \n",
       " 34                                              5000-10000人             计算机软件   \n",
       " 35   https://www.liepin.com/company/9749905/    5000-10000人             计算机软件   \n",
       " 36                                                 100-499人              智能安防   \n",
       " 37                                                 100-499人                制药   \n",
       " 38   https://www.liepin.com/company/1327734/       500-999人               互联网   \n",
       " 39  https://www.liepin.com/company/13450471/                             电子商务   \n",
       " \n",
       "    job.pcOuterLink  job.h5OuterLink comp.compId  \n",
       " 0              NaN              NaN         NaN  \n",
       " 1                                     9510141.0  \n",
       " 2                                    12846035.0  \n",
       " 3                                    13001749.0  \n",
       " 4              NaN              NaN         NaN  \n",
       " 5              NaN              NaN         NaN  \n",
       " 6                                    13183547.0  \n",
       " 7              NaN              NaN         NaN  \n",
       " 8              NaN              NaN         NaN  \n",
       " 9                                    13297665.0  \n",
       " 10                                    8448877.0  \n",
       " 11             NaN              NaN         NaN  \n",
       " 12                                    9886227.0  \n",
       " 13             NaN              NaN         NaN  \n",
       " 14                                   13393455.0  \n",
       " 15             NaN              NaN         NaN  \n",
       " 16                                    9368549.0  \n",
       " 17             NaN              NaN         NaN  \n",
       " 18             NaN              NaN         NaN  \n",
       " 19                                    8086509.0  \n",
       " 20             NaN              NaN         NaN  \n",
       " 21             NaN              NaN         NaN  \n",
       " 22             NaN              NaN         NaN  \n",
       " 23                                    8788514.0  \n",
       " 24                                    9600943.0  \n",
       " 25             NaN              NaN         NaN  \n",
       " 26             NaN              NaN         NaN  \n",
       " 27             NaN              NaN         NaN  \n",
       " 28                                    7854025.0  \n",
       " 29                                    6017109.0  \n",
       " 30             NaN              NaN         NaN  \n",
       " 31             NaN              NaN         NaN  \n",
       " 32             NaN              NaN         NaN  \n",
       " 33                                    8080810.0  \n",
       " 34             NaN              NaN         NaN  \n",
       " 35                                    9749905.0  \n",
       " 36             NaN              NaN         NaN  \n",
       " 37             NaN              NaN         NaN  \n",
       " 38                                    1327734.0  \n",
       " 39                                   13450471.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"45288093\",\"userId\":\"c9500f617e8709c5...   \n",
       " 1   {\"jobId\":\"56161375\",\"userId\":\"b1f35a95cd2f090b...   \n",
       " 2   {\"jobId\":\"44235539\",\"userId\":\"cf01d8d748548182...   \n",
       " 3   {\"jobId\":\"52471955\",\"userId\":\"37d22e9e32bcd938...   \n",
       " 4   {\"jobId\":\"44884553\",\"userId\":\"a44defc4937cd01d...   \n",
       " 5   {\"jobId\":\"44607657\",\"userId\":\"f47151fb4aacbf16...   \n",
       " 6   {\"jobId\":\"57515707\",\"userId\":\"9224e21535a0770f...   \n",
       " 7   {\"jobId\":\"44794295\",\"userId\":\"f06046ca92083476...   \n",
       " 8   {\"jobId\":\"44810969\",\"userId\":\"8674b61a5d3a243d...   \n",
       " 9   {\"jobId\":\"56142583\",\"userId\":\"e36552938188a1aa...   \n",
       " 10  {\"jobId\":\"43863229\",\"userId\":\"0edff9f2bed18e31...   \n",
       " 11  {\"jobId\":\"44949997\",\"userId\":\"52229be8ed4151f6...   \n",
       " 12  {\"jobId\":\"42975373\",\"userId\":\"3c0fd732e6e278f1...   \n",
       " 13  {\"jobId\":\"44808007\",\"userId\":\"152ea0d1cc79245b...   \n",
       " 14  {\"jobId\":\"55722223\",\"userId\":\"8a3dae76bb73929d...   \n",
       " 15  {\"jobId\":\"44099555\",\"userId\":\"a9aff57fed3ec7e9...   \n",
       " 16  {\"jobId\":\"56306495\",\"userId\":\"733059c92588c041...   \n",
       " 17  {\"jobId\":\"45280189\",\"userId\":\"7f0312f8db0c514e...   \n",
       " 18  {\"jobId\":\"45307815\",\"userId\":\"10f97c2455afd910...   \n",
       " 19  {\"jobId\":\"41822517\",\"userId\":\"2f42fd8745402768...   \n",
       " 20  {\"jobId\":\"45183899\",\"userId\":\"52229be8ed4151f6...   \n",
       " 21  {\"jobId\":\"45280187\",\"userId\":\"7f0312f8db0c514e...   \n",
       " 22  {\"jobId\":\"44046273\",\"userId\":\"0f67104d9d26e05a...   \n",
       " 23  {\"jobId\":\"7643641\",\"userId\":\"446fa8eec304cee52...   \n",
       " 24  {\"jobId\":\"51720291\",\"userId\":\"48f51445c66038af...   \n",
       " 25  {\"jobId\":\"45280019\",\"userId\":\"7f0312f8db0c514e...   \n",
       " 26  {\"jobId\":\"45131607\",\"userId\":\"fe574404935c0d1e...   \n",
       " 27  {\"jobId\":\"42880637\",\"userId\":\"427acd357091d000...   \n",
       " 28  {\"jobId\":\"57438265\",\"userId\":\"5c5868e999f36bce...   \n",
       " 29  {\"jobId\":\"55177509\",\"userId\":\"3b122e2eb0f3601c...   \n",
       " 30  {\"jobId\":\"43795869\",\"userId\":\"5e8058dd221f3ba7...   \n",
       " 31  {\"jobId\":\"44633159\",\"userId\":\"854021dc244dfb22...   \n",
       " 32  {\"jobId\":\"45007687\",\"userId\":\"790d3da71b57592a...   \n",
       " 33  {\"jobId\":\"45098711\",\"userId\":\"5553774e1dfc4bd9...   \n",
       " 34  {\"jobId\":\"43470183\",\"userId\":\"6581aa01b636d0e0...   \n",
       " 35  {\"jobId\":\"55763181\",\"userId\":\"425c4ebdbee0453e...   \n",
       " 36  {\"jobId\":\"43066789\",\"userId\":\"8b3d08baae34b6ce...   \n",
       " 37  {\"jobId\":\"43773655\",\"userId\":\"7ce77a824e1b312a...   \n",
       " 38  {\"jobId\":\"57777369\",\"userId\":\"e8745aba1f44ddd6...   \n",
       " 39  {\"jobId\":\"57209449\",\"userId\":\"482d5a8bdcbf0b59...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2245288093%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2256161375%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2244235539%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2252471955%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2244884553%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2244607657%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2257515707%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2244794295%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2244810969%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2256142583%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2243863229%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2244949997%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2242975373%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2244808007%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2255722223%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2244099555%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2256306495%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2245280189%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2245307815%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2241822517%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2245183899%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2245280187%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2244046273%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%227643641%22%2C%22ckId%22%3A...   \n",
       " 24  %7B%22jobId%22%3A%2251720291%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2245280019%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2245131607%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2242880637%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2257438265%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2255177509%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2243795869%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2244633159%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2245007687%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2245098711%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2243470183%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2255763181%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2243066789%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2243773655%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2257777369%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2257209449%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                                                  []  45288093   \n",
       " 1                                                  []  56161375   \n",
       " 2                                              [数据分析]  44235539   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]  52471955   \n",
       " 4                                                  []  44884553   \n",
       " 5                                                  []  44607657   \n",
       " 6                                                  []  57515707   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]  44794295   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]  44810969   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]  56142583   \n",
       " 10                                             [架构设计]  43863229   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...  44949997   \n",
       " 12                                       [c端产品, 数据分析]  42975373   \n",
       " 13                                              [制造业]  44808007   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]  55722223   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  44099555   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...  56306495   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]  45280189   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]  45307815   \n",
       " 19                                 [产品设计, b端产品, 需求分析]  41822517   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...  45183899   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]  45280187   \n",
       " 22                                       [数据产品, 工具产品]  44046273   \n",
       " 23                                                 []   7643641   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...  51720291   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]  45280019   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]  45131607   \n",
       " 27                               [金融产品, to B, web端产品]  42880637   \n",
       " 28                                         [办公软件、工具类]  57438265   \n",
       " 29                                                 []  55177509   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]  43795869   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...  44633159   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]  45007687   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]  45098711   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]  43470183   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]  55763181   \n",
       " 36                                                 []  43066789   \n",
       " 37                                                 []  43773655   \n",
       " 38                                            [计算机软件]  57777369   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]  57209449   \n",
       " \n",
       "                        job.title  job.salary  job.dq job.jobKind  \\\n",
       " 0                         医药产品经理      15-20k  广州-天河区           1   \n",
       " 1                        产品经理-肿瘤      20-35k  广州-荔湾区           2   \n",
       " 2                       潮玩盲盒产品经理      10-15k  广州-海珠区           2   \n",
       " 3                           产品经理      10-15k  广州-海珠区           2   \n",
       " 4                         电商产品经理      25-35k      广州           1   \n",
       " 5                           品质PM  12-20k·13薪      广州           1   \n",
       " 6                广花融资担保公司（筹）产品经理      10-20k  广州-花都区           2   \n",
       " 7                      B端供应链产品经理  20-35k·14薪  广州-番禺区           1   \n",
       " 8                         高级产品经理  20-25k·15薪  广州-越秀区           1   \n",
       " 9                           产品经理      20-30k  广州-越秀区           2   \n",
       " 10              产品经理（支付）(J11223)      16-35k  广州-海珠区           2   \n",
       " 11                      AI应用产品经理  16-22k·15薪  广州-白云区           1   \n",
       " 12                          产品经理      20-25k  广州-天河区           2   \n",
       " 13                       MES产品经理  25-30k·16薪      广州           1   \n",
       " 14                     文创产品经理/主管       8-12k  广州-海珠区           2   \n",
       " 15                    数据产品经理（中台）  20-30k·15薪      广州           1   \n",
       " 16                        民航产品经理      15-30k  广州-花都区           2   \n",
       " 17                    产品经理（商品中心）      15-30k  广州-海珠区           1   \n",
       " 18            产品经理（预售，员工分销）-国企正编      26-30k  广州-海珠区           1   \n",
       " 19                          产品经理      10-20k  广州-黄埔区           2   \n",
       " 20  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）  16-22k·15薪  广州-白云区           1   \n",
       " 21                    产品经理（商品中心）      15-30k  广州-海珠区           1   \n",
       " 22                     AI应用产品经理   18-19k·15薪      广州           1   \n",
       " 23                          产品经理      25-35k      广州           2   \n",
       " 24                          产品经理  20-50k·13薪  广州-天河区           2   \n",
       " 25                          产品经理      15-30k  广州-海珠区           1   \n",
       " 26                          产品经理      30-60k      广州           1   \n",
       " 27                        高级产品经理      40-60k      广州           1   \n",
       " 28                        高级产品经理  20-30k·13薪  广州-黄埔区           2   \n",
       " 29                         产品经理岗      18-35k  广州-天河区           2   \n",
       " 30                    产品经理（数据方向）  15-20k·18薪      广州           1   \n",
       " 31                          产品经理  50-80k·16薪      广州           1   \n",
       " 32                      垂直电商产品经理      15-25k      广州           1   \n",
       " 33                  产品经理(J11093)        薪资面议  广州-黄埔区           2   \n",
       " 34                      海外软件产品经理  35-65k·16薪  广州-黄埔区           1   \n",
       " 35         产品经理-安全方向（广州）(J11694)      15-25k  广州-天河区           2   \n",
       " 36                          产品经理      15-30k      广州           1   \n",
       " 37                          产品经理      15-30k  广州-天河区           1   \n",
       " 38                       物联网产品经理      12-20k  广州-天河区           2   \n",
       " 39                        照明产品经理  20-25k·13薪  广州-白云区           2   \n",
       " \n",
       "                                        job.dataPromId  job.topJob  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compIndustry comp.compStage  \\\n",
       " 0    63fc55f5f6f3654cff90476303u.png              医药流通          融资未公开   \n",
       " 1    5f8f9863f6d1ab58476f246a08u.jpg                制药            NaN   \n",
       " 2    5f8f9863f6d1ab58476f246a08u.jpg               NaN            NaN   \n",
       " 3    5f8f9866dfb13a7dee342f1808u.jpg               工艺品            NaN   \n",
       " 4    6239435dbf25ff5ff20a8e5605u.jpg          食品/饮料/酒水            已上市   \n",
       " 5    60f7762017b23e15ed84a9a008u.jpg            贸易/进出口          融资未公开   \n",
       " 6    5f8f9865ea60860b75384fa508u.jpg           其他商务服务业          融资未公开   \n",
       " 7    6144210d021e5332beb3eaa601u.png               互联网          不需要融资   \n",
       " 8    6100ba7999bae10d052ceaa608u.png        内容(音视频/阅读)          融资未公开   \n",
       " 9    5f8f9865ea60860b75384fa508u.jpg              电子商务            NaN   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg              电子商务             D轮   \n",
       " 11   612f3bce95c03625d0aa7d1a04u.jpg          食品/饮料/酒水          融资未公开   \n",
       " 12   5f8f986779c7cc70efbf36c008u.jpg              电子商务            NaN   \n",
       " 13   6041904cac649a4e4185175f05u.png               互联网            NaN   \n",
       " 14   5f8f986779c7cc70efbf36c008u.jpg             文化艺术业            NaN   \n",
       " 15   628c33a6256da95d600ec7a305u.jpg            专业技术服务             A轮   \n",
       " 16  63749d37ea177d16a68dcfd601u.jpeg              人工智能             C轮   \n",
       " 17   5f8fa3bddfb13a7dee343d7608u.png              IT服务            NaN   \n",
       " 18   642e8e49de25b83c3c8d509707u.png              IT服务            NaN   \n",
       " 19   54d1e78d712eb4f6b84c788f02c.jpg                制药         沪深A股上市   \n",
       " 20   612f3bce95c03625d0aa7d1a04u.jpg          食品/饮料/酒水          融资未公开   \n",
       " 21   5f8fa3bddfb13a7dee343d7608u.png              IT服务            NaN   \n",
       " 22  636899c231cd614a2518fd6603u.jpeg          食品/饮料/日化          融资未公开   \n",
       " 23   5f8f986aea60860b75384fab08u.jpg                制药         沪深A股上市   \n",
       " 24   5f8f98648dbe6273dcf8515508u.jpg              IT服务       其他股票市场上市   \n",
       " 25   5f8fa3bddfb13a7dee343d7608u.png              IT服务            NaN   \n",
       " 26   60594891e67dd642e66167e607u.jpg             计算机软件            已上市   \n",
       " 27   5f8fa3a679c7cc70efbf444e08u.png          基金/证券/期货           战略融资   \n",
       " 28   5f8f98648dbe6273dcf8515508u.jpg             计算机软件         沪深A股上市   \n",
       " 29   5f8f986779c7cc70efbf36c008u.jpg                银行            NaN   \n",
       " 30   61763c997ee42471be22de7101u.png               互联网          融资未公开   \n",
       " 31   641a757dffdf96787e4eef0105u.png       电子/半导体/集成电路            NaN   \n",
       " 32   60aef83a1d480101d4219a6e07u.png              电子商务          融资未公开   \n",
       " 33   5f8f986c79c7cc70efbf36c808u.jpg          食品/饮料/酒水         沪深A股上市   \n",
       " 34   623ad357dba87875df4a0eee03u.png             计算机软件            已上市   \n",
       " 35   5f8f9865ea60860b75384fa508u.jpg             计算机软件            NaN   \n",
       " 36   5fc838b87d6477448762618c01u.png              智能安防          融资未公开   \n",
       " 37   5f8fa3bddfb13a7dee343d7608u.png                制药          融资未公开   \n",
       " 38   54d1e761712e7147fd8062c902c.jpg               互联网            NaN   \n",
       " 39   5f8f9868f6d1ab58476f24a008u.jpg              电子商务            NaN   \n",
       " \n",
       "                       comp.compLogo     comp.compName comp.compScale  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png         某北京医药流通公司         50-99人   \n",
       " 1   5bfea0c574719d2aa34c074f03a.png     李氏大药厂(香港)有限公司       500-999人   \n",
       " 2   61b07937d0458d53c627567e02u.jpg    北京妙趣盒生文化传播有限公司         50-99人   \n",
       " 3   61a5bb22f96ca95918aa2e9206u.png      广东森宝文化实业有限公司     1000-2000人   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png         某国内制药上市公司     2000-5000人   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png          某贸易进出口公司          1-49人   \n",
       " 6   61b07937d0458d53c627567e02u.jpg    广州智都投资控股集团有限公司         50-99人   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司       100-499人   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png          运营商全资子公司       100-499人   \n",
       " 9   634f899ab0584d35822417cb06u.png   文峰荟(广州)企业管理有限公司       500-999人   \n",
       " 10  60096cb986ddfd21f7c973d408u.png              致景科技     2000-5000人   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司     2000-5000人   \n",
       " 12  60af42bdd7e0220766018e7304u.png              丹霄技术       100-499人   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司                  \n",
       " 14  63da3c9d211aff1618cde20207u.png            恒鼎文化传媒          1-49人   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png     某广州大型专业技术服务公司       500-999人   \n",
       " 16  62860cf27933ee37f03c289902u.png              高重科技       100-499人   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司       100-499人   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司       100-499人   \n",
       " 19  5bfe91b674719d35745ae24c03a.png              凯普生物     2000-5000人   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司     2000-5000人   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司       100-499人   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          知名港资快消集团     2000-5000人   \n",
       " 23  60f0012c66b5e17b60aa022905u.png               一品红       500-999人   \n",
       " 24  5bfe91e274719d35745aeb5b03a.png              恒赢智航    5000-10000人   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司       100-499人   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png      某广州计算机软件上市公司    5000-10000人   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png     某大型基金/证券/期货公司     2000-5000人   \n",
       " 28  5bfe95c674719df0ac98e51303a.png              视源股份    5000-10000人   \n",
       " 29  5bfe900574719d35745a8df003a.png        广州银行股份有限公司    5000-10000人   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png        某大型知名互联网公司     1000-2000人   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png  某深圳电子/半导体/集成电路公司                  \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png         某宁波电子商务公司       100-499人   \n",
       " 33  5ec39993f2540204574caa5008u.jpg              汤臣倍健     2000-5000人   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png         某广州知名上市公司    5000-10000人   \n",
       " 35  62d900a5068a783307d8850402u.png      建信金融科技有限责任公司    5000-10000人   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png             某安防公司       100-499人   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png           某国内制药公司       100-499人   \n",
       " 38  5bfe9c5774719df0ac9a31bc03a.png              越亮传奇       500-999人   \n",
       " 39  6407f5d3a62c5e5a8dcc4aeb06u.png             泰容亿科技                  \n",
       " \n",
       "                                    comp.link job.pcOuterLink  job.h5OuterLink  \\\n",
       " 0                                                        NaN              NaN   \n",
       " 1    https://www.liepin.com/company/9510141/                                    \n",
       " 2   https://www.liepin.com/company/12846035/                                    \n",
       " 3   https://www.liepin.com/company/13001749/                                    \n",
       " 4                                                        NaN              NaN   \n",
       " 5                                                        NaN              NaN   \n",
       " 6   https://www.liepin.com/company/13183547/                                    \n",
       " 7                                                        NaN              NaN   \n",
       " 8                                                        NaN              NaN   \n",
       " 9   https://www.liepin.com/company/13297665/                                    \n",
       " 10   https://www.liepin.com/company/8448877/                                    \n",
       " 11                                                       NaN              NaN   \n",
       " 12   https://www.liepin.com/company/9886227/                                    \n",
       " 13                                                       NaN              NaN   \n",
       " 14  https://www.liepin.com/company/13393455/                                    \n",
       " 15                                                       NaN              NaN   \n",
       " 16   https://www.liepin.com/company/9368549/                                    \n",
       " 17                                                       NaN              NaN   \n",
       " 18                                                       NaN              NaN   \n",
       " 19   https://www.liepin.com/company/8086509/                                    \n",
       " 20                                                       NaN              NaN   \n",
       " 21                                                       NaN              NaN   \n",
       " 22                                                       NaN              NaN   \n",
       " 23   https://www.liepin.com/company/8788514/                                    \n",
       " 24   https://www.liepin.com/company/9600943/                                    \n",
       " 25                                                       NaN              NaN   \n",
       " 26                                                       NaN              NaN   \n",
       " 27                                                       NaN              NaN   \n",
       " 28   https://www.liepin.com/company/7854025/                                    \n",
       " 29   https://www.liepin.com/company/6017109/                                    \n",
       " 30                                                       NaN              NaN   \n",
       " 31                                                       NaN              NaN   \n",
       " 32                                                       NaN              NaN   \n",
       " 33   https://www.liepin.com/company/8080810/                                    \n",
       " 34                                                       NaN              NaN   \n",
       " 35   https://www.liepin.com/company/9749905/                                    \n",
       " 36                                                       NaN              NaN   \n",
       " 37                                                       NaN              NaN   \n",
       " 38   https://www.liepin.com/company/1327734/                                    \n",
       " 39  https://www.liepin.com/company/13450471/                                    \n",
       " \n",
       "    comp.compId  \n",
       " 0          NaN  \n",
       " 1    9510141.0  \n",
       " 2   12846035.0  \n",
       " 3   13001749.0  \n",
       " 4          NaN  \n",
       " 5          NaN  \n",
       " 6   13183547.0  \n",
       " 7          NaN  \n",
       " 8          NaN  \n",
       " 9   13297665.0  \n",
       " 10   8448877.0  \n",
       " 11         NaN  \n",
       " 12   9886227.0  \n",
       " 13         NaN  \n",
       " 14  13393455.0  \n",
       " 15         NaN  \n",
       " 16   9368549.0  \n",
       " 17         NaN  \n",
       " 18         NaN  \n",
       " 19   8086509.0  \n",
       " 20         NaN  \n",
       " 21         NaN  \n",
       " 22         NaN  \n",
       " 23   8788514.0  \n",
       " 24   9600943.0  \n",
       " 25         NaN  \n",
       " 26         NaN  \n",
       " 27         NaN  \n",
       " 28   7854025.0  \n",
       " 29   6017109.0  \n",
       " 30         NaN  \n",
       " 31         NaN  \n",
       " 32         NaN  \n",
       " 33   8080810.0  \n",
       " 34         NaN  \n",
       " 35   9749905.0  \n",
       " 36         NaN  \n",
       " 37         NaN  \n",
       " 38   1327734.0  \n",
       " 39  13450471.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"45288093\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 1   {\"jobId\":\"56161375\",\"recruiterName\":\"孟女士\",\"job...   \n",
       " 2   {\"jobId\":\"44235539\",\"recruiterName\":\"朱女士\",\"job...   \n",
       " 3   {\"jobId\":\"52471955\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 4   {\"jobId\":\"44884553\",\"recruiterName\":\"汪女士\",\"job...   \n",
       " 5   {\"jobId\":\"44607657\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 6   {\"jobId\":\"57515707\",\"recruiterName\":\"齐女士\",\"job...   \n",
       " 7   {\"jobId\":\"44794295\",\"recruiterName\":\"邬女士\",\"job...   \n",
       " 8   {\"jobId\":\"44810969\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 9   {\"jobId\":\"56142583\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 10  {\"jobId\":\"43863229\",\"recruiterName\":\"庄女士\",\"job...   \n",
       " 11  {\"jobId\":\"44949997\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 12  {\"jobId\":\"42975373\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 13  {\"jobId\":\"44808007\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 14  {\"jobId\":\"55722223\",\"recruiterName\":\"唐女士\",\"job...   \n",
       " 15  {\"jobId\":\"44099555\",\"recruiterName\":\"郭女士\",\"job...   \n",
       " 16  {\"jobId\":\"56306495\",\"recruiterName\":\"臧女士\",\"job...   \n",
       " 17  {\"jobId\":\"45280189\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 18  {\"jobId\":\"45307815\",\"recruiterName\":\"纪女士\",\"job...   \n",
       " 19  {\"jobId\":\"41822517\",\"recruiterName\":\"许女士\",\"job...   \n",
       " 20  {\"jobId\":\"45183899\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 21  {\"jobId\":\"45280187\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 22  {\"jobId\":\"44046273\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 23  {\"jobId\":\"7643641\",\"recruiterName\":\"杨先生\",\"jobK...   \n",
       " 24  {\"jobId\":\"51720291\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 25  {\"jobId\":\"45280019\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 26  {\"jobId\":\"45131607\",\"recruiterName\":\"林先生\",\"job...   \n",
       " 27  {\"jobId\":\"42880637\",\"recruiterName\":\"潘先生\",\"job...   \n",
       " 28  {\"jobId\":\"57438265\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 29  {\"jobId\":\"55177509\",\"recruiterName\":\"孔女士\",\"job...   \n",
       " 30  {\"jobId\":\"43795869\",\"recruiterName\":\"林女士\",\"job...   \n",
       " 31  {\"jobId\":\"44633159\",\"recruiterName\":\"孟女士\",\"job...   \n",
       " 32  {\"jobId\":\"45007687\",\"recruiterName\":\"赵先生\",\"job...   \n",
       " 33  {\"jobId\":\"45098711\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 34  {\"jobId\":\"43470183\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 35  {\"jobId\":\"55763181\",\"recruiterName\":\"谭女士\",\"job...   \n",
       " 36  {\"jobId\":\"43066789\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 37  {\"jobId\":\"43773655\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 38  {\"jobId\":\"57777369\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 39  {\"jobId\":\"57209449\",\"recruiterName\":\"谭先生\",\"job...   \n",
       " \n",
       "                                              dataInfo  recruiter.chatted  \\\n",
       " 0   %7B%22jobId%22%3A%2245288093%22%2C%22ckId%22%3...              False   \n",
       " 1   %7B%22jobId%22%3A%2256161375%22%2C%22ckId%22%3...              False   \n",
       " 2   %7B%22jobId%22%3A%2244235539%22%2C%22ckId%22%3...              False   \n",
       " 3   %7B%22jobId%22%3A%2252471955%22%2C%22ckId%22%3...              False   \n",
       " 4   %7B%22jobId%22%3A%2244884553%22%2C%22ckId%22%3...              False   \n",
       " 5   %7B%22jobId%22%3A%2244607657%22%2C%22ckId%22%3...              False   \n",
       " 6   %7B%22jobId%22%3A%2257515707%22%2C%22ckId%22%3...              False   \n",
       " 7   %7B%22jobId%22%3A%2244794295%22%2C%22ckId%22%3...              False   \n",
       " 8   %7B%22jobId%22%3A%2244810969%22%2C%22ckId%22%3...              False   \n",
       " 9   %7B%22jobId%22%3A%2256142583%22%2C%22ckId%22%3...              False   \n",
       " 10  %7B%22jobId%22%3A%2243863229%22%2C%22ckId%22%3...              False   \n",
       " 11  %7B%22jobId%22%3A%2244949997%22%2C%22ckId%22%3...              False   \n",
       " 12  %7B%22jobId%22%3A%2242975373%22%2C%22ckId%22%3...              False   \n",
       " 13  %7B%22jobId%22%3A%2244808007%22%2C%22ckId%22%3...              False   \n",
       " 14  %7B%22jobId%22%3A%2255722223%22%2C%22ckId%22%3...              False   \n",
       " 15  %7B%22jobId%22%3A%2244099555%22%2C%22ckId%22%3...              False   \n",
       " 16  %7B%22jobId%22%3A%2256306495%22%2C%22ckId%22%3...              False   \n",
       " 17  %7B%22jobId%22%3A%2245280189%22%2C%22ckId%22%3...              False   \n",
       " 18  %7B%22jobId%22%3A%2245307815%22%2C%22ckId%22%3...              False   \n",
       " 19  %7B%22jobId%22%3A%2241822517%22%2C%22ckId%22%3...              False   \n",
       " 20  %7B%22jobId%22%3A%2245183899%22%2C%22ckId%22%3...              False   \n",
       " 21  %7B%22jobId%22%3A%2245280187%22%2C%22ckId%22%3...              False   \n",
       " 22  %7B%22jobId%22%3A%2244046273%22%2C%22ckId%22%3...              False   \n",
       " 23  %7B%22jobId%22%3A%227643641%22%2C%22ckId%22%3A...              False   \n",
       " 24  %7B%22jobId%22%3A%2251720291%22%2C%22ckId%22%3...              False   \n",
       " 25  %7B%22jobId%22%3A%2245280019%22%2C%22ckId%22%3...              False   \n",
       " 26  %7B%22jobId%22%3A%2245131607%22%2C%22ckId%22%3...              False   \n",
       " 27  %7B%22jobId%22%3A%2242880637%22%2C%22ckId%22%3...              False   \n",
       " 28  %7B%22jobId%22%3A%2257438265%22%2C%22ckId%22%3...              False   \n",
       " 29  %7B%22jobId%22%3A%2255177509%22%2C%22ckId%22%3...              False   \n",
       " 30  %7B%22jobId%22%3A%2243795869%22%2C%22ckId%22%3...              False   \n",
       " 31  %7B%22jobId%22%3A%2244633159%22%2C%22ckId%22%3...              False   \n",
       " 32  %7B%22jobId%22%3A%2245007687%22%2C%22ckId%22%3...              False   \n",
       " 33  %7B%22jobId%22%3A%2245098711%22%2C%22ckId%22%3...              False   \n",
       " 34  %7B%22jobId%22%3A%2243470183%22%2C%22ckId%22%3...              False   \n",
       " 35  %7B%22jobId%22%3A%2255763181%22%2C%22ckId%22%3...              False   \n",
       " 36  %7B%22jobId%22%3A%2243066789%22%2C%22ckId%22%3...              False   \n",
       " 37  %7B%22jobId%22%3A%2243773655%22%2C%22ckId%22%3...              False   \n",
       " 38  %7B%22jobId%22%3A%2257777369%22%2C%22ckId%22%3...              False   \n",
       " 39  %7B%22jobId%22%3A%2257209449%22%2C%22ckId%22%3...              False   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      王女士                     猎头顾问   \n",
       " 1                      孟女士                            \n",
       " 2                      朱女士                     人资经理   \n",
       " 3                      陈女士                     招聘专员   \n",
       " 4                      汪女士                     猎头顾问   \n",
       " 5                      黄女士                     猎头顾问   \n",
       " 6                      齐女士                人力资源经理/主管   \n",
       " 7                      邬女士                     猎头顾问   \n",
       " 8                      陈先生                     猎头顾问   \n",
       " 9                      王女士                     人事专员   \n",
       " 10                     庄女士                   储备项目经理   \n",
       " 11                     李女士                     猎头顾问   \n",
       " 12                     陈女士                            \n",
       " 13                     陈女士                     猎头顾问   \n",
       " 14                     唐女士                            \n",
       " 15                     郭女士                     猎头顾问   \n",
       " 16                     臧女士                     人事主管   \n",
       " 17                     胡女士                     猎头顾问   \n",
       " 18                     纪女士                     猎头顾问   \n",
       " 19                     许女士                       HR   \n",
       " 20                     李女士                     猎头顾问   \n",
       " 21                     胡女士                     猎头顾问   \n",
       " 22                     杨女士                     猎头顾问   \n",
       " 23                     杨先生               一品红药业集团管理员   \n",
       " 24                     潘女士                     招聘专员   \n",
       " 25                     胡女士                     猎头顾问   \n",
       " 26                     林先生                     猎头顾问   \n",
       " 27                     潘先生                     猎头顾问   \n",
       " 28                     李女士                    顾问(C)   \n",
       " 29                     孔女士                  总行人力资源部   \n",
       " 30                     林女士                     猎头顾问   \n",
       " 31                     孟女士                     猎头顾问   \n",
       " 32                     赵先生                     猎头顾问   \n",
       " 33                     田先生           人力资源招聘HRBP绩效经理   \n",
       " 34                     杨女士                     猎头顾问   \n",
       " 35                     谭女士                       HR   \n",
       " 36                     黎先生                     猎头顾问   \n",
       " 37                     李女士                     猎头顾问   \n",
       " 38                     赵女士                   人力资源专员   \n",
       " 39                     谭先生                   照明产品总监   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   0950661f126a6a1ce77954e2c72cabb6                    2   \n",
       " 1   fdb297e5cdef0dd5613348042573671f                    2   \n",
       " 2   e92823ee8be379166e8893c9219f7e03                    2   \n",
       " 3   3856590f4c95362ab8186adbf6c31dd6                    2   \n",
       " 4   d4d255439c55db2fe7b184a1ccff1ea4                    2   \n",
       " 5   f1babf1239ec0f75a8576116ff288909                    2   \n",
       " 6   2e2678cb5cd647bb7ea58b95d93937d7                    2   \n",
       " 7   f3e9109e8225cee10e33f8ac54fbf39e                    2   \n",
       " 8   09769b50912e55a1be3900059d28d9fd                    2   \n",
       " 9   ae28de7e05e365ec4905a3841e4dc3ea                    2   \n",
       " 10  1ff91052738743e19809d03804875792                    2   \n",
       " 11  47c7281c664c4cfbdfb6df235db455f2                    2   \n",
       " 12  091704632b0de49d10eee5f74aeb3ab8                    2   \n",
       " 13  57d1feab0f44c5a4337193710fe42056                    2   \n",
       " 14  0b64e00a67b1d9a5e4b537e9b7803e4b                    2   \n",
       " 15  88fc68c3e5aa2b3bf4067025f1d6ce6f                    2   \n",
       " 16  6b598284f809685dd6a9d1214a39013b                    2   \n",
       " 17  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 18  84bda8083fce65928f669bb17ec3d8eb                    2   \n",
       " 19  8951c85dd8b85b3c062c1b1ee9c7454d                    2   \n",
       " 20  47c7281c664c4cfbdfb6df235db455f2                    2   \n",
       " 21  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 22  6562ab6805ed6c31063dfc1b00f6daab                    2   \n",
       " 23  2edd5d384c7f34508d1ff84e0a6c6898                    2   \n",
       " 24  7054bea032224cbe4a7a04e7d95591ea                    2   \n",
       " 25  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 26  684fde117e1cc80562cb88e0a323364d                    2   \n",
       " 27  58a1a30e81a9f4892980490a0cdf2257                    2   \n",
       " 28  3d984b48faf63c3239e48140c0193d97                    2   \n",
       " 29  a59effad6b4824f024eff958a002fd93                    2   \n",
       " 30  96bc5ac5f2ea72f19941166e65ebdb6f                    2   \n",
       " 31  df3f892a076757bf99c4538f2a55bd77                    2   \n",
       " 32  b69495e1f8cfa827dfb6df235db455f2                    2   \n",
       " 33  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 34  8a56296a046a659e01ab80e4a8b96567                    2   \n",
       " 35  2879a93a141a991dd1ab17cab7c5f1ad                    2   \n",
       " 36  a75b25f528b30730337193710fe42056                    2   \n",
       " 37  0168b7090abcfb8e5d887c62117912b0                    2   \n",
       " 38  3b37f6bb027ba58b78f5885b11a76839                    2   \n",
       " 39  74319f538e9a62649a60b5cc1b6a8566                    2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   c9500f617e8709c5358439b263a1b094   63fc55f5f6f3654cff90476303u.png   \n",
       " 1   b1f35a95cd2f090b1c1c01adbf9e90f1   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 2   cf01d8d7485481826ff0cb47906cd0c3   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 3   37d22e9e32bcd9386756075cb8790a78   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 4   a44defc4937cd01db202bbcbb63c7c75   6239435dbf25ff5ff20a8e5605u.jpg   \n",
       " 5   f47151fb4aacbf16827690e5f559968d   60f7762017b23e15ed84a9a008u.jpg   \n",
       " 6   9224e21535a0770f9d45710a02ad2182   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 7   f06046ca920834767d2ca7799c8d3e58   6144210d021e5332beb3eaa601u.png   \n",
       " 8   8674b61a5d3a243db7d203dbacf6355b   6100ba7999bae10d052ceaa608u.png   \n",
       " 9   e36552938188a1aad74c93eafadb8eb7   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 10  0edff9f2bed18e31910319d799c6f231   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11  52229be8ed4151f64b65e1f549214846   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 12  3c0fd732e6e278f10a3daa157d820ce0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 13  152ea0d1cc79245b5e0c2419e0c7889a   6041904cac649a4e4185175f05u.png   \n",
       " 14  8a3dae76bb73929dae2c75f2e9902c36   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 15  a9aff57fed3ec7e95e9eb1137e0cb75f   628c33a6256da95d600ec7a305u.jpg   \n",
       " 16  733059c92588c041f79ea0c10a8cbb1d  63749d37ea177d16a68dcfd601u.jpeg   \n",
       " 17  7f0312f8db0c514ef1a8bbcb3a983750   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 18  10f97c2455afd910fa874f00626b9602   642e8e49de25b83c3c8d509707u.png   \n",
       " 19  2f42fd874540276863bd63b74d34940c   54d1e78d712eb4f6b84c788f02c.jpg   \n",
       " 20  52229be8ed4151f64b65e1f549214846   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 21  7f0312f8db0c514ef1a8bbcb3a983750   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 22  0f67104d9d26e05a63878b22301425ad  636899c231cd614a2518fd6603u.jpeg   \n",
       " 23  446fa8eec304cee5246608e7b5510cdd   5f8f986aea60860b75384fab08u.jpg   \n",
       " 24  48f51445c66038af6c775cb4d7255adf   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25  7f0312f8db0c514ef1a8bbcb3a983750   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 26  fe574404935c0d1e8b980cb130e246e9   60594891e67dd642e66167e607u.jpg   \n",
       " 27  427acd357091d000fbd248da0a9beae7   5f8fa3a679c7cc70efbf444e08u.png   \n",
       " 28  5c5868e999f36bcead5ac560c4a69325   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 29  3b122e2eb0f3601c98d7c9d26a3a9d56   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 30  5e8058dd221f3ba7f3197cbe382c253e   61763c997ee42471be22de7101u.png   \n",
       " 31  854021dc244dfb22cecfce0dea5b4198   641a757dffdf96787e4eef0105u.png   \n",
       " 32  790d3da71b57592a14c5890f16935246   60aef83a1d480101d4219a6e07u.png   \n",
       " 33  5553774e1dfc4bd94e578f26109225be   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 34  6581aa01b636d0e08fdbddb1e0920cee   623ad357dba87875df4a0eee03u.png   \n",
       " 35  425c4ebdbee0453e66ce3b2014455cb9   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 36  8b3d08baae34b6ce32673941a4fb8bc6   5fc838b87d6477448762618c01u.png   \n",
       " 37  7ce77a824e1b312a4f998cd52ca0257a   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 38  e8745aba1f44ddd621b2f8f304de3409   54d1e761712e7147fd8062c902c.jpg   \n",
       " 39  482d5a8bdcbf0b5931990edb605ae190   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " \n",
       "                                            job.labels  ...  \\\n",
       " 0                                                  []  ...   \n",
       " 1                                                  []  ...   \n",
       " 2                                              [数据分析]  ...   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]  ...   \n",
       " 4                                                  []  ...   \n",
       " 5                                                  []  ...   \n",
       " 6                                                  []  ...   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]  ...   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]  ...   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]  ...   \n",
       " 10                                             [架构设计]  ...   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...  ...   \n",
       " 12                                       [c端产品, 数据分析]  ...   \n",
       " 13                                              [制造业]  ...   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]  ...   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  ...   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...  ...   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]  ...   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]  ...   \n",
       " 19                                 [产品设计, b端产品, 需求分析]  ...   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...  ...   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]  ...   \n",
       " 22                                       [数据产品, 工具产品]  ...   \n",
       " 23                                                 []  ...   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...  ...   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]  ...   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]  ...   \n",
       " 27                               [金融产品, to B, web端产品]  ...   \n",
       " 28                                         [办公软件、工具类]  ...   \n",
       " 29                                                 []  ...   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]  ...   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...  ...   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]  ...   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]  ...   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]  ...   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]  ...   \n",
       " 36                                                 []  ...   \n",
       " 37                                                 []  ...   \n",
       " 38                                            [计算机软件]  ...   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]  ...   \n",
       " \n",
       "    job.requireWorkYears comp.compScale     comp.compName comp.compStage  \\\n",
       " 0                  3-5年         50-99人         某北京医药流通公司          融资未公开   \n",
       " 1                  3-5年       500-999人     李氏大药厂(香港)有限公司            NaN   \n",
       " 2                  一年以下         50-99人    北京妙趣盒生文化传播有限公司            NaN   \n",
       " 3                  1-3年     1000-2000人      广东森宝文化实业有限公司            NaN   \n",
       " 4                  3-5年     2000-5000人         某国内制药上市公司            已上市   \n",
       " 5                  3-5年          1-49人          某贸易进出口公司          融资未公开   \n",
       " 6                  1-3年         50-99人    广州智都投资控股集团有限公司          融资未公开   \n",
       " 7                  3-5年       100-499人          某广州互联网公司          不需要融资   \n",
       " 8                 5-10年       100-499人          运营商全资子公司          融资未公开   \n",
       " 9                  1-3年       500-999人   文峰荟(广州)企业管理有限公司            NaN   \n",
       " 10                5-10年     2000-5000人              致景科技             D轮   \n",
       " 11                5-10年     2000-5000人   某国内大型食品/饮料/酒水公司          融资未公开   \n",
       " 12                 3-5年       100-499人              丹霄技术            NaN   \n",
       " 13                5-10年                         某广州互联网公司            NaN   \n",
       " 14                 3-5年          1-49人            恒鼎文化传媒            NaN   \n",
       " 15                 3-5年       500-999人     某广州大型专业技术服务公司             A轮   \n",
       " 16                 3-5年       100-499人              高重科技             C轮   \n",
       " 17                5-10年       100-499人         某广州IT服务公司            NaN   \n",
       " 18                5-10年       100-499人         某广州IT服务公司            NaN   \n",
       " 19                 3-5年     2000-5000人              凯普生物         沪深A股上市   \n",
       " 20                5-10年     2000-5000人   某国内大型食品/饮料/酒水公司          融资未公开   \n",
       " 21                5-10年       100-499人         某广州IT服务公司            NaN   \n",
       " 22                 1-3年     2000-5000人          知名港资快消集团          融资未公开   \n",
       " 23                5-10年       500-999人               一品红         沪深A股上市   \n",
       " 24                 经验不限    5000-10000人              恒赢智航       其他股票市场上市   \n",
       " 25                5-10年       100-499人         某广州IT服务公司            NaN   \n",
       " 26                 经验不限    5000-10000人      某广州计算机软件上市公司            已上市   \n",
       " 27                5-10年     2000-5000人     某大型基金/证券/期货公司           战略融资   \n",
       " 28                 3-5年    5000-10000人              视源股份         沪深A股上市   \n",
       " 29                 3-5年    5000-10000人        广州银行股份有限公司            NaN   \n",
       " 30                5-10年     1000-2000人        某大型知名互联网公司          融资未公开   \n",
       " 31                10年以上                 某深圳电子/半导体/集成电路公司            NaN   \n",
       " 32                 3-5年       100-499人         某宁波电子商务公司          融资未公开   \n",
       " 33                5-10年     2000-5000人              汤臣倍健         沪深A股上市   \n",
       " 34                 3-5年    5000-10000人         某广州知名上市公司            已上市   \n",
       " 35                 3-5年    5000-10000人      建信金融科技有限责任公司            NaN   \n",
       " 36                 3-5年       100-499人             某安防公司          融资未公开   \n",
       " 37                5-10年       100-499人           某国内制药公司          融资未公开   \n",
       " 38                 3-5年       500-999人              越亮传奇            NaN   \n",
       " 39                 3-5年                            泰容亿科技            NaN   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png              医药流通   \n",
       " 1   5bfea0c574719d2aa34c074f03a.png                制药   \n",
       " 2   61b07937d0458d53c627567e02u.jpg               NaN   \n",
       " 3   61a5bb22f96ca95918aa2e9206u.png               工艺品   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png            贸易/进出口   \n",
       " 6   61b07937d0458d53c627567e02u.jpg           其他商务服务业   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png               互联网   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png        内容(音视频/阅读)   \n",
       " 9   634f899ab0584d35822417cb06u.png              电子商务   \n",
       " 10  60096cb986ddfd21f7c973d408u.png              电子商务   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水   \n",
       " 12  60af42bdd7e0220766018e7304u.png              电子商务   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png               互联网   \n",
       " 14  63da3c9d211aff1618cde20207u.png             文化艺术业   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png            专业技术服务   \n",
       " 16  62860cf27933ee37f03c289902u.png              人工智能   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png              IT服务   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png              IT服务   \n",
       " 19  5bfe91b674719d35745ae24c03a.png                制药   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png              IT服务   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/日化   \n",
       " 23  60f0012c66b5e17b60aa022905u.png                制药   \n",
       " 24  5bfe91e274719d35745aeb5b03a.png              IT服务   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png              IT服务   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png             计算机软件   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png          基金/证券/期货   \n",
       " 28  5bfe95c674719df0ac98e51303a.png             计算机软件   \n",
       " 29  5bfe900574719d35745a8df003a.png                银行   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png               互联网   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png       电子/半导体/集成电路   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png              电子商务   \n",
       " 33  5ec39993f2540204574caa5008u.jpg          食品/饮料/酒水   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png             计算机软件   \n",
       " 35  62d900a5068a783307d8850402u.png             计算机软件   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png              智能安防   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png                制药   \n",
       " 38  5bfe9c5774719df0ac9a31bc03a.png               互联网   \n",
       " 39  6407f5d3a62c5e5a8dcc4aeb06u.png              电子商务   \n",
       " \n",
       "                                    comp.link  job.pcOuterLink job.h5OuterLink  \\\n",
       " 0                                                         NaN             NaN   \n",
       " 1    https://www.liepin.com/company/9510141/                                    \n",
       " 2   https://www.liepin.com/company/12846035/                                    \n",
       " 3   https://www.liepin.com/company/13001749/                                    \n",
       " 4                                                         NaN             NaN   \n",
       " 5                                                         NaN             NaN   \n",
       " 6   https://www.liepin.com/company/13183547/                                    \n",
       " 7                                                         NaN             NaN   \n",
       " 8                                                         NaN             NaN   \n",
       " 9   https://www.liepin.com/company/13297665/                                    \n",
       " 10   https://www.liepin.com/company/8448877/                                    \n",
       " 11                                                        NaN             NaN   \n",
       " 12   https://www.liepin.com/company/9886227/                                    \n",
       " 13                                                        NaN             NaN   \n",
       " 14  https://www.liepin.com/company/13393455/                                    \n",
       " 15                                                        NaN             NaN   \n",
       " 16   https://www.liepin.com/company/9368549/                                    \n",
       " 17                                                        NaN             NaN   \n",
       " 18                                                        NaN             NaN   \n",
       " 19   https://www.liepin.com/company/8086509/                                    \n",
       " 20                                                        NaN             NaN   \n",
       " 21                                                        NaN             NaN   \n",
       " 22                                                        NaN             NaN   \n",
       " 23   https://www.liepin.com/company/8788514/                                    \n",
       " 24   https://www.liepin.com/company/9600943/                                    \n",
       " 25                                                        NaN             NaN   \n",
       " 26                                                        NaN             NaN   \n",
       " 27                                                        NaN             NaN   \n",
       " 28   https://www.liepin.com/company/7854025/                                    \n",
       " 29   https://www.liepin.com/company/6017109/                                    \n",
       " 30                                                        NaN             NaN   \n",
       " 31                                                        NaN             NaN   \n",
       " 32                                                        NaN             NaN   \n",
       " 33   https://www.liepin.com/company/8080810/                                    \n",
       " 34                                                        NaN             NaN   \n",
       " 35   https://www.liepin.com/company/9749905/                                    \n",
       " 36                                                        NaN             NaN   \n",
       " 37                                                        NaN             NaN   \n",
       " 38   https://www.liepin.com/company/1327734/                                    \n",
       " 39  https://www.liepin.com/company/13450471/                                    \n",
       " \n",
       "     comp.compId  \n",
       " 0           NaN  \n",
       " 1     9510141.0  \n",
       " 2    12846035.0  \n",
       " 3    13001749.0  \n",
       " 4           NaN  \n",
       " 5           NaN  \n",
       " 6    13183547.0  \n",
       " 7           NaN  \n",
       " 8           NaN  \n",
       " 9    13297665.0  \n",
       " 10    8448877.0  \n",
       " 11          NaN  \n",
       " 12    9886227.0  \n",
       " 13          NaN  \n",
       " 14   13393455.0  \n",
       " 15          NaN  \n",
       " 16    9368549.0  \n",
       " 17          NaN  \n",
       " 18          NaN  \n",
       " 19    8086509.0  \n",
       " 20          NaN  \n",
       " 21          NaN  \n",
       " 22          NaN  \n",
       " 23    8788514.0  \n",
       " 24    9600943.0  \n",
       " 25          NaN  \n",
       " 26          NaN  \n",
       " 27          NaN  \n",
       " 28    7854025.0  \n",
       " 29    6017109.0  \n",
       " 30          NaN  \n",
       " 31          NaN  \n",
       " 32          NaN  \n",
       " 33    8080810.0  \n",
       " 34          NaN  \n",
       " 35    9749905.0  \n",
       " 36          NaN  \n",
       " 37          NaN  \n",
       " 38    1327734.0  \n",
       " 39   13450471.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"45288093\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 1   {\"jobId\":\"56161375\",\"recruiterName\":\"孟女士\",\"job...   \n",
       " 2   {\"jobId\":\"44235539\",\"recruiterName\":\"朱女士\",\"job...   \n",
       " 3   {\"jobId\":\"52471955\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 4   {\"jobId\":\"44884553\",\"recruiterName\":\"汪女士\",\"job...   \n",
       " 5   {\"jobId\":\"44607657\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 6   {\"jobId\":\"57515707\",\"recruiterName\":\"齐女士\",\"job...   \n",
       " 7   {\"jobId\":\"44794295\",\"recruiterName\":\"邬女士\",\"job...   \n",
       " 8   {\"jobId\":\"44810969\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 9   {\"jobId\":\"56142583\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 10  {\"jobId\":\"43863229\",\"recruiterName\":\"庄女士\",\"job...   \n",
       " 11  {\"jobId\":\"44949997\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 12  {\"jobId\":\"42975373\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 13  {\"jobId\":\"44808007\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 14  {\"jobId\":\"55722223\",\"recruiterName\":\"唐女士\",\"job...   \n",
       " 15  {\"jobId\":\"44099555\",\"recruiterName\":\"郭女士\",\"job...   \n",
       " 16  {\"jobId\":\"56306495\",\"recruiterName\":\"臧女士\",\"job...   \n",
       " 17  {\"jobId\":\"45280189\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 18  {\"jobId\":\"45307815\",\"recruiterName\":\"纪女士\",\"job...   \n",
       " 19  {\"jobId\":\"41822517\",\"recruiterName\":\"许女士\",\"job...   \n",
       " 20  {\"jobId\":\"45183899\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 21  {\"jobId\":\"45280187\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 22  {\"jobId\":\"44046273\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 23  {\"jobId\":\"7643641\",\"recruiterName\":\"杨先生\",\"jobK...   \n",
       " 24  {\"jobId\":\"51720291\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 25  {\"jobId\":\"45280019\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 26  {\"jobId\":\"45131607\",\"recruiterName\":\"林先生\",\"job...   \n",
       " 27  {\"jobId\":\"42880637\",\"recruiterName\":\"潘先生\",\"job...   \n",
       " 28  {\"jobId\":\"57438265\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 29  {\"jobId\":\"55177509\",\"recruiterName\":\"孔女士\",\"job...   \n",
       " 30  {\"jobId\":\"43795869\",\"recruiterName\":\"林女士\",\"job...   \n",
       " 31  {\"jobId\":\"44633159\",\"recruiterName\":\"孟女士\",\"job...   \n",
       " 32  {\"jobId\":\"45007687\",\"recruiterName\":\"赵先生\",\"job...   \n",
       " 33  {\"jobId\":\"45098711\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 34  {\"jobId\":\"43470183\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 35  {\"jobId\":\"55763181\",\"recruiterName\":\"谭女士\",\"job...   \n",
       " 36  {\"jobId\":\"43066789\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 37  {\"jobId\":\"43773655\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 38  {\"jobId\":\"57777369\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 39  {\"jobId\":\"57209449\",\"recruiterName\":\"谭先生\",\"job...   \n",
       " \n",
       "                                              dataInfo  recruiter.chatted  \\\n",
       " 0   %7B%22jobId%22%3A%2245288093%22%2C%22ckId%22%3...              False   \n",
       " 1   %7B%22jobId%22%3A%2256161375%22%2C%22ckId%22%3...              False   \n",
       " 2   %7B%22jobId%22%3A%2244235539%22%2C%22ckId%22%3...              False   \n",
       " 3   %7B%22jobId%22%3A%2252471955%22%2C%22ckId%22%3...              False   \n",
       " 4   %7B%22jobId%22%3A%2244884553%22%2C%22ckId%22%3...              False   \n",
       " 5   %7B%22jobId%22%3A%2244607657%22%2C%22ckId%22%3...              False   \n",
       " 6   %7B%22jobId%22%3A%2257515707%22%2C%22ckId%22%3...              False   \n",
       " 7   %7B%22jobId%22%3A%2244794295%22%2C%22ckId%22%3...              False   \n",
       " 8   %7B%22jobId%22%3A%2244810969%22%2C%22ckId%22%3...              False   \n",
       " 9   %7B%22jobId%22%3A%2256142583%22%2C%22ckId%22%3...              False   \n",
       " 10  %7B%22jobId%22%3A%2243863229%22%2C%22ckId%22%3...              False   \n",
       " 11  %7B%22jobId%22%3A%2244949997%22%2C%22ckId%22%3...              False   \n",
       " 12  %7B%22jobId%22%3A%2242975373%22%2C%22ckId%22%3...              False   \n",
       " 13  %7B%22jobId%22%3A%2244808007%22%2C%22ckId%22%3...              False   \n",
       " 14  %7B%22jobId%22%3A%2255722223%22%2C%22ckId%22%3...              False   \n",
       " 15  %7B%22jobId%22%3A%2244099555%22%2C%22ckId%22%3...              False   \n",
       " 16  %7B%22jobId%22%3A%2256306495%22%2C%22ckId%22%3...              False   \n",
       " 17  %7B%22jobId%22%3A%2245280189%22%2C%22ckId%22%3...              False   \n",
       " 18  %7B%22jobId%22%3A%2245307815%22%2C%22ckId%22%3...              False   \n",
       " 19  %7B%22jobId%22%3A%2241822517%22%2C%22ckId%22%3...              False   \n",
       " 20  %7B%22jobId%22%3A%2245183899%22%2C%22ckId%22%3...              False   \n",
       " 21  %7B%22jobId%22%3A%2245280187%22%2C%22ckId%22%3...              False   \n",
       " 22  %7B%22jobId%22%3A%2244046273%22%2C%22ckId%22%3...              False   \n",
       " 23  %7B%22jobId%22%3A%227643641%22%2C%22ckId%22%3A...              False   \n",
       " 24  %7B%22jobId%22%3A%2251720291%22%2C%22ckId%22%3...              False   \n",
       " 25  %7B%22jobId%22%3A%2245280019%22%2C%22ckId%22%3...              False   \n",
       " 26  %7B%22jobId%22%3A%2245131607%22%2C%22ckId%22%3...              False   \n",
       " 27  %7B%22jobId%22%3A%2242880637%22%2C%22ckId%22%3...              False   \n",
       " 28  %7B%22jobId%22%3A%2257438265%22%2C%22ckId%22%3...              False   \n",
       " 29  %7B%22jobId%22%3A%2255177509%22%2C%22ckId%22%3...              False   \n",
       " 30  %7B%22jobId%22%3A%2243795869%22%2C%22ckId%22%3...              False   \n",
       " 31  %7B%22jobId%22%3A%2244633159%22%2C%22ckId%22%3...              False   \n",
       " 32  %7B%22jobId%22%3A%2245007687%22%2C%22ckId%22%3...              False   \n",
       " 33  %7B%22jobId%22%3A%2245098711%22%2C%22ckId%22%3...              False   \n",
       " 34  %7B%22jobId%22%3A%2243470183%22%2C%22ckId%22%3...              False   \n",
       " 35  %7B%22jobId%22%3A%2255763181%22%2C%22ckId%22%3...              False   \n",
       " 36  %7B%22jobId%22%3A%2243066789%22%2C%22ckId%22%3...              False   \n",
       " 37  %7B%22jobId%22%3A%2243773655%22%2C%22ckId%22%3...              False   \n",
       " 38  %7B%22jobId%22%3A%2257777369%22%2C%22ckId%22%3...              False   \n",
       " 39  %7B%22jobId%22%3A%2257209449%22%2C%22ckId%22%3...              False   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      王女士                     猎头顾问   \n",
       " 1                      孟女士                            \n",
       " 2                      朱女士                     人资经理   \n",
       " 3                      陈女士                     招聘专员   \n",
       " 4                      汪女士                     猎头顾问   \n",
       " 5                      黄女士                     猎头顾问   \n",
       " 6                      齐女士                人力资源经理/主管   \n",
       " 7                      邬女士                     猎头顾问   \n",
       " 8                      陈先生                     猎头顾问   \n",
       " 9                      王女士                     人事专员   \n",
       " 10                     庄女士                   储备项目经理   \n",
       " 11                     李女士                     猎头顾问   \n",
       " 12                     陈女士                            \n",
       " 13                     陈女士                     猎头顾问   \n",
       " 14                     唐女士                            \n",
       " 15                     郭女士                     猎头顾问   \n",
       " 16                     臧女士                     人事主管   \n",
       " 17                     胡女士                     猎头顾问   \n",
       " 18                     纪女士                     猎头顾问   \n",
       " 19                     许女士                       HR   \n",
       " 20                     李女士                     猎头顾问   \n",
       " 21                     胡女士                     猎头顾问   \n",
       " 22                     杨女士                     猎头顾问   \n",
       " 23                     杨先生               一品红药业集团管理员   \n",
       " 24                     潘女士                     招聘专员   \n",
       " 25                     胡女士                     猎头顾问   \n",
       " 26                     林先生                     猎头顾问   \n",
       " 27                     潘先生                     猎头顾问   \n",
       " 28                     李女士                    顾问(C)   \n",
       " 29                     孔女士                  总行人力资源部   \n",
       " 30                     林女士                     猎头顾问   \n",
       " 31                     孟女士                     猎头顾问   \n",
       " 32                     赵先生                     猎头顾问   \n",
       " 33                     田先生           人力资源招聘HRBP绩效经理   \n",
       " 34                     杨女士                     猎头顾问   \n",
       " 35                     谭女士                       HR   \n",
       " 36                     黎先生                     猎头顾问   \n",
       " 37                     李女士                     猎头顾问   \n",
       " 38                     赵女士                   人力资源专员   \n",
       " 39                     谭先生                   照明产品总监   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   0950661f126a6a1ce77954e2c72cabb6                    2   \n",
       " 1   fdb297e5cdef0dd5613348042573671f                    2   \n",
       " 2   e92823ee8be379166e8893c9219f7e03                    2   \n",
       " 3   3856590f4c95362ab8186adbf6c31dd6                    2   \n",
       " 4   d4d255439c55db2fe7b184a1ccff1ea4                    2   \n",
       " 5   f1babf1239ec0f75a8576116ff288909                    2   \n",
       " 6   2e2678cb5cd647bb7ea58b95d93937d7                    2   \n",
       " 7   f3e9109e8225cee10e33f8ac54fbf39e                    2   \n",
       " 8   09769b50912e55a1be3900059d28d9fd                    2   \n",
       " 9   ae28de7e05e365ec4905a3841e4dc3ea                    2   \n",
       " 10  1ff91052738743e19809d03804875792                    2   \n",
       " 11  47c7281c664c4cfbdfb6df235db455f2                    2   \n",
       " 12  091704632b0de49d10eee5f74aeb3ab8                    2   \n",
       " 13  57d1feab0f44c5a4337193710fe42056                    2   \n",
       " 14  0b64e00a67b1d9a5e4b537e9b7803e4b                    2   \n",
       " 15  88fc68c3e5aa2b3bf4067025f1d6ce6f                    2   \n",
       " 16  6b598284f809685dd6a9d1214a39013b                    2   \n",
       " 17  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 18  84bda8083fce65928f669bb17ec3d8eb                    2   \n",
       " 19  8951c85dd8b85b3c062c1b1ee9c7454d                    2   \n",
       " 20  47c7281c664c4cfbdfb6df235db455f2                    2   \n",
       " 21  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 22  6562ab6805ed6c31063dfc1b00f6daab                    2   \n",
       " 23  2edd5d384c7f34508d1ff84e0a6c6898                    2   \n",
       " 24  7054bea032224cbe4a7a04e7d95591ea                    2   \n",
       " 25  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 26  684fde117e1cc80562cb88e0a323364d                    2   \n",
       " 27  58a1a30e81a9f4892980490a0cdf2257                    2   \n",
       " 28  3d984b48faf63c3239e48140c0193d97                    2   \n",
       " 29  a59effad6b4824f024eff958a002fd93                    2   \n",
       " 30  96bc5ac5f2ea72f19941166e65ebdb6f                    2   \n",
       " 31  df3f892a076757bf99c4538f2a55bd77                    2   \n",
       " 32  b69495e1f8cfa827dfb6df235db455f2                    2   \n",
       " 33  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 34  8a56296a046a659e01ab80e4a8b96567                    2   \n",
       " 35  2879a93a141a991dd1ab17cab7c5f1ad                    2   \n",
       " 36  a75b25f528b30730337193710fe42056                    2   \n",
       " 37  0168b7090abcfb8e5d887c62117912b0                    2   \n",
       " 38  3b37f6bb027ba58b78f5885b11a76839                    2   \n",
       " 39  74319f538e9a62649a60b5cc1b6a8566                    2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   c9500f617e8709c5358439b263a1b094   63fc55f5f6f3654cff90476303u.png   \n",
       " 1   b1f35a95cd2f090b1c1c01adbf9e90f1   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 2   cf01d8d7485481826ff0cb47906cd0c3   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 3   37d22e9e32bcd9386756075cb8790a78   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 4   a44defc4937cd01db202bbcbb63c7c75   6239435dbf25ff5ff20a8e5605u.jpg   \n",
       " 5   f47151fb4aacbf16827690e5f559968d   60f7762017b23e15ed84a9a008u.jpg   \n",
       " 6   9224e21535a0770f9d45710a02ad2182   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 7   f06046ca920834767d2ca7799c8d3e58   6144210d021e5332beb3eaa601u.png   \n",
       " 8   8674b61a5d3a243db7d203dbacf6355b   6100ba7999bae10d052ceaa608u.png   \n",
       " 9   e36552938188a1aad74c93eafadb8eb7   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 10  0edff9f2bed18e31910319d799c6f231   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11  52229be8ed4151f64b65e1f549214846   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 12  3c0fd732e6e278f10a3daa157d820ce0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 13  152ea0d1cc79245b5e0c2419e0c7889a   6041904cac649a4e4185175f05u.png   \n",
       " 14  8a3dae76bb73929dae2c75f2e9902c36   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 15  a9aff57fed3ec7e95e9eb1137e0cb75f   628c33a6256da95d600ec7a305u.jpg   \n",
       " 16  733059c92588c041f79ea0c10a8cbb1d  63749d37ea177d16a68dcfd601u.jpeg   \n",
       " 17  7f0312f8db0c514ef1a8bbcb3a983750   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 18  10f97c2455afd910fa874f00626b9602   642e8e49de25b83c3c8d509707u.png   \n",
       " 19  2f42fd874540276863bd63b74d34940c   54d1e78d712eb4f6b84c788f02c.jpg   \n",
       " 20  52229be8ed4151f64b65e1f549214846   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 21  7f0312f8db0c514ef1a8bbcb3a983750   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 22  0f67104d9d26e05a63878b22301425ad  636899c231cd614a2518fd6603u.jpeg   \n",
       " 23  446fa8eec304cee5246608e7b5510cdd   5f8f986aea60860b75384fab08u.jpg   \n",
       " 24  48f51445c66038af6c775cb4d7255adf   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25  7f0312f8db0c514ef1a8bbcb3a983750   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 26  fe574404935c0d1e8b980cb130e246e9   60594891e67dd642e66167e607u.jpg   \n",
       " 27  427acd357091d000fbd248da0a9beae7   5f8fa3a679c7cc70efbf444e08u.png   \n",
       " 28  5c5868e999f36bcead5ac560c4a69325   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 29  3b122e2eb0f3601c98d7c9d26a3a9d56   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 30  5e8058dd221f3ba7f3197cbe382c253e   61763c997ee42471be22de7101u.png   \n",
       " 31  854021dc244dfb22cecfce0dea5b4198   641a757dffdf96787e4eef0105u.png   \n",
       " 32  790d3da71b57592a14c5890f16935246   60aef83a1d480101d4219a6e07u.png   \n",
       " 33  5553774e1dfc4bd94e578f26109225be   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 34  6581aa01b636d0e08fdbddb1e0920cee   623ad357dba87875df4a0eee03u.png   \n",
       " 35  425c4ebdbee0453e66ce3b2014455cb9   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 36  8b3d08baae34b6ce32673941a4fb8bc6   5fc838b87d6477448762618c01u.png   \n",
       " 37  7ce77a824e1b312a4f998cd52ca0257a   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 38  e8745aba1f44ddd621b2f8f304de3409   54d1e761712e7147fd8062c902c.jpg   \n",
       " 39  482d5a8bdcbf0b5931990edb605ae190   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " \n",
       "                                            job.labels  ...  \\\n",
       " 0                                                  []  ...   \n",
       " 1                                                  []  ...   \n",
       " 2                                              [数据分析]  ...   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]  ...   \n",
       " 4                                                  []  ...   \n",
       " 5                                                  []  ...   \n",
       " 6                                                  []  ...   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]  ...   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]  ...   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]  ...   \n",
       " 10                                             [架构设计]  ...   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...  ...   \n",
       " 12                                       [c端产品, 数据分析]  ...   \n",
       " 13                                              [制造业]  ...   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]  ...   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  ...   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...  ...   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]  ...   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]  ...   \n",
       " 19                                 [产品设计, b端产品, 需求分析]  ...   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...  ...   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]  ...   \n",
       " 22                                       [数据产品, 工具产品]  ...   \n",
       " 23                                                 []  ...   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...  ...   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]  ...   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]  ...   \n",
       " 27                               [金融产品, to B, web端产品]  ...   \n",
       " 28                                         [办公软件、工具类]  ...   \n",
       " 29                                                 []  ...   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]  ...   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...  ...   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]  ...   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]  ...   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]  ...   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]  ...   \n",
       " 36                                                 []  ...   \n",
       " 37                                                 []  ...   \n",
       " 38                                            [计算机软件]  ...   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]  ...   \n",
       " \n",
       "    job.requireWorkYears comp.compScale     comp.compName comp.compStage  \\\n",
       " 0                  3-5年         50-99人         某北京医药流通公司          融资未公开   \n",
       " 1                  3-5年       500-999人     李氏大药厂(香港)有限公司            NaN   \n",
       " 2                  一年以下         50-99人    北京妙趣盒生文化传播有限公司            NaN   \n",
       " 3                  1-3年     1000-2000人      广东森宝文化实业有限公司            NaN   \n",
       " 4                  3-5年     2000-5000人         某国内制药上市公司            已上市   \n",
       " 5                  3-5年          1-49人          某贸易进出口公司          融资未公开   \n",
       " 6                  1-3年         50-99人    广州智都投资控股集团有限公司          融资未公开   \n",
       " 7                  3-5年       100-499人          某广州互联网公司          不需要融资   \n",
       " 8                 5-10年       100-499人          运营商全资子公司          融资未公开   \n",
       " 9                  1-3年       500-999人   文峰荟(广州)企业管理有限公司            NaN   \n",
       " 10                5-10年     2000-5000人              致景科技             D轮   \n",
       " 11                5-10年     2000-5000人   某国内大型食品/饮料/酒水公司          融资未公开   \n",
       " 12                 3-5年       100-499人              丹霄技术            NaN   \n",
       " 13                5-10年                         某广州互联网公司            NaN   \n",
       " 14                 3-5年          1-49人            恒鼎文化传媒            NaN   \n",
       " 15                 3-5年       500-999人     某广州大型专业技术服务公司             A轮   \n",
       " 16                 3-5年       100-499人              高重科技             C轮   \n",
       " 17                5-10年       100-499人         某广州IT服务公司            NaN   \n",
       " 18                5-10年       100-499人         某广州IT服务公司            NaN   \n",
       " 19                 3-5年     2000-5000人              凯普生物         沪深A股上市   \n",
       " 20                5-10年     2000-5000人   某国内大型食品/饮料/酒水公司          融资未公开   \n",
       " 21                5-10年       100-499人         某广州IT服务公司            NaN   \n",
       " 22                 1-3年     2000-5000人          知名港资快消集团          融资未公开   \n",
       " 23                5-10年       500-999人               一品红         沪深A股上市   \n",
       " 24                 经验不限    5000-10000人              恒赢智航       其他股票市场上市   \n",
       " 25                5-10年       100-499人         某广州IT服务公司            NaN   \n",
       " 26                 经验不限    5000-10000人      某广州计算机软件上市公司            已上市   \n",
       " 27                5-10年     2000-5000人     某大型基金/证券/期货公司           战略融资   \n",
       " 28                 3-5年    5000-10000人              视源股份         沪深A股上市   \n",
       " 29                 3-5年    5000-10000人        广州银行股份有限公司            NaN   \n",
       " 30                5-10年     1000-2000人        某大型知名互联网公司          融资未公开   \n",
       " 31                10年以上                 某深圳电子/半导体/集成电路公司            NaN   \n",
       " 32                 3-5年       100-499人         某宁波电子商务公司          融资未公开   \n",
       " 33                5-10年     2000-5000人              汤臣倍健         沪深A股上市   \n",
       " 34                 3-5年    5000-10000人         某广州知名上市公司            已上市   \n",
       " 35                 3-5年    5000-10000人      建信金融科技有限责任公司            NaN   \n",
       " 36                 3-5年       100-499人             某安防公司          融资未公开   \n",
       " 37                5-10年       100-499人           某国内制药公司          融资未公开   \n",
       " 38                 3-5年       500-999人              越亮传奇            NaN   \n",
       " 39                 3-5年                            泰容亿科技            NaN   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png              医药流通   \n",
       " 1   5bfea0c574719d2aa34c074f03a.png                制药   \n",
       " 2   61b07937d0458d53c627567e02u.jpg               NaN   \n",
       " 3   61a5bb22f96ca95918aa2e9206u.png               工艺品   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png            贸易/进出口   \n",
       " 6   61b07937d0458d53c627567e02u.jpg           其他商务服务业   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png               互联网   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png        内容(音视频/阅读)   \n",
       " 9   634f899ab0584d35822417cb06u.png              电子商务   \n",
       " 10  60096cb986ddfd21f7c973d408u.png              电子商务   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水   \n",
       " 12  60af42bdd7e0220766018e7304u.png              电子商务   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png               互联网   \n",
       " 14  63da3c9d211aff1618cde20207u.png             文化艺术业   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png            专业技术服务   \n",
       " 16  62860cf27933ee37f03c289902u.png              人工智能   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png              IT服务   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png              IT服务   \n",
       " 19  5bfe91b674719d35745ae24c03a.png                制药   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png              IT服务   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/日化   \n",
       " 23  60f0012c66b5e17b60aa022905u.png                制药   \n",
       " 24  5bfe91e274719d35745aeb5b03a.png              IT服务   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png              IT服务   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png             计算机软件   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png          基金/证券/期货   \n",
       " 28  5bfe95c674719df0ac98e51303a.png             计算机软件   \n",
       " 29  5bfe900574719d35745a8df003a.png                银行   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png               互联网   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png       电子/半导体/集成电路   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png              电子商务   \n",
       " 33  5ec39993f2540204574caa5008u.jpg          食品/饮料/酒水   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png             计算机软件   \n",
       " 35  62d900a5068a783307d8850402u.png             计算机软件   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png              智能安防   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png                制药   \n",
       " 38  5bfe9c5774719df0ac9a31bc03a.png               互联网   \n",
       " 39  6407f5d3a62c5e5a8dcc4aeb06u.png              电子商务   \n",
       " \n",
       "                                    comp.link  job.pcOuterLink job.h5OuterLink  \\\n",
       " 0                                                         NaN             NaN   \n",
       " 1    https://www.liepin.com/company/9510141/                                    \n",
       " 2   https://www.liepin.com/company/12846035/                                    \n",
       " 3   https://www.liepin.com/company/13001749/                                    \n",
       " 4                                                         NaN             NaN   \n",
       " 5                                                         NaN             NaN   \n",
       " 6   https://www.liepin.com/company/13183547/                                    \n",
       " 7                                                         NaN             NaN   \n",
       " 8                                                         NaN             NaN   \n",
       " 9   https://www.liepin.com/company/13297665/                                    \n",
       " 10   https://www.liepin.com/company/8448877/                                    \n",
       " 11                                                        NaN             NaN   \n",
       " 12   https://www.liepin.com/company/9886227/                                    \n",
       " 13                                                        NaN             NaN   \n",
       " 14  https://www.liepin.com/company/13393455/                                    \n",
       " 15                                                        NaN             NaN   \n",
       " 16   https://www.liepin.com/company/9368549/                                    \n",
       " 17                                                        NaN             NaN   \n",
       " 18                                                        NaN             NaN   \n",
       " 19   https://www.liepin.com/company/8086509/                                    \n",
       " 20                                                        NaN             NaN   \n",
       " 21                                                        NaN             NaN   \n",
       " 22                                                        NaN             NaN   \n",
       " 23   https://www.liepin.com/company/8788514/                                    \n",
       " 24   https://www.liepin.com/company/9600943/                                    \n",
       " 25                                                        NaN             NaN   \n",
       " 26                                                        NaN             NaN   \n",
       " 27                                                        NaN             NaN   \n",
       " 28   https://www.liepin.com/company/7854025/                                    \n",
       " 29   https://www.liepin.com/company/6017109/                                    \n",
       " 30                                                        NaN             NaN   \n",
       " 31                                                        NaN             NaN   \n",
       " 32                                                        NaN             NaN   \n",
       " 33   https://www.liepin.com/company/8080810/                                    \n",
       " 34                                                        NaN             NaN   \n",
       " 35   https://www.liepin.com/company/9749905/                                    \n",
       " 36                                                        NaN             NaN   \n",
       " 37                                                        NaN             NaN   \n",
       " 38   https://www.liepin.com/company/1327734/                                    \n",
       " 39  https://www.liepin.com/company/13450471/                                    \n",
       " \n",
       "     comp.compId  \n",
       " 0           NaN  \n",
       " 1     9510141.0  \n",
       " 2    12846035.0  \n",
       " 3    13001749.0  \n",
       " 4           NaN  \n",
       " 5           NaN  \n",
       " 6    13183547.0  \n",
       " 7           NaN  \n",
       " 8           NaN  \n",
       " 9    13297665.0  \n",
       " 10    8448877.0  \n",
       " 11          NaN  \n",
       " 12    9886227.0  \n",
       " 13          NaN  \n",
       " 14   13393455.0  \n",
       " 15          NaN  \n",
       " 16    9368549.0  \n",
       " 17          NaN  \n",
       " 18          NaN  \n",
       " 19    8086509.0  \n",
       " 20          NaN  \n",
       " 21          NaN  \n",
       " 22          NaN  \n",
       " 23    8788514.0  \n",
       " 24    9600943.0  \n",
       " 25          NaN  \n",
       " 26          NaN  \n",
       " 27          NaN  \n",
       " 28    7854025.0  \n",
       " 29    6017109.0  \n",
       " 30          NaN  \n",
       " 31          NaN  \n",
       " 32          NaN  \n",
       " 33    8080810.0  \n",
       " 34          NaN  \n",
       " 35    9749905.0  \n",
       " 36          NaN  \n",
       " 37          NaN  \n",
       " 38    1327734.0  \n",
       " 39   13450471.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"45288093\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 1   {\"jobId\":\"56161375\",\"recruiterName\":\"孟女士\",\"job...   \n",
       " 2   {\"jobId\":\"44235539\",\"recruiterName\":\"朱女士\",\"job...   \n",
       " 3   {\"jobId\":\"52471955\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 4   {\"jobId\":\"44884553\",\"recruiterName\":\"汪女士\",\"job...   \n",
       " 5   {\"jobId\":\"44607657\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 6   {\"jobId\":\"57515707\",\"recruiterName\":\"齐女士\",\"job...   \n",
       " 7   {\"jobId\":\"44794295\",\"recruiterName\":\"邬女士\",\"job...   \n",
       " 8   {\"jobId\":\"44810969\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 9   {\"jobId\":\"56142583\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 10  {\"jobId\":\"43863229\",\"recruiterName\":\"庄女士\",\"job...   \n",
       " 11  {\"jobId\":\"44949997\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 12  {\"jobId\":\"42975373\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 13  {\"jobId\":\"44808007\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 14  {\"jobId\":\"55722223\",\"recruiterName\":\"唐女士\",\"job...   \n",
       " 15  {\"jobId\":\"44099555\",\"recruiterName\":\"郭女士\",\"job...   \n",
       " 16  {\"jobId\":\"56306495\",\"recruiterName\":\"臧女士\",\"job...   \n",
       " 17  {\"jobId\":\"45280189\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 18  {\"jobId\":\"45307815\",\"recruiterName\":\"纪女士\",\"job...   \n",
       " 19  {\"jobId\":\"41822517\",\"recruiterName\":\"许女士\",\"job...   \n",
       " 20  {\"jobId\":\"45183899\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 21  {\"jobId\":\"45280187\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 22  {\"jobId\":\"44046273\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 23  {\"jobId\":\"7643641\",\"recruiterName\":\"杨先生\",\"jobK...   \n",
       " 24  {\"jobId\":\"51720291\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 25  {\"jobId\":\"45280019\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 26  {\"jobId\":\"45131607\",\"recruiterName\":\"林先生\",\"job...   \n",
       " 27  {\"jobId\":\"42880637\",\"recruiterName\":\"潘先生\",\"job...   \n",
       " 28  {\"jobId\":\"57438265\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 29  {\"jobId\":\"55177509\",\"recruiterName\":\"孔女士\",\"job...   \n",
       " 30  {\"jobId\":\"43795869\",\"recruiterName\":\"林女士\",\"job...   \n",
       " 31  {\"jobId\":\"44633159\",\"recruiterName\":\"孟女士\",\"job...   \n",
       " 32  {\"jobId\":\"45007687\",\"recruiterName\":\"赵先生\",\"job...   \n",
       " 33  {\"jobId\":\"45098711\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 34  {\"jobId\":\"43470183\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 35  {\"jobId\":\"55763181\",\"recruiterName\":\"谭女士\",\"job...   \n",
       " 36  {\"jobId\":\"43066789\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 37  {\"jobId\":\"43773655\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 38  {\"jobId\":\"57777369\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 39  {\"jobId\":\"57209449\",\"recruiterName\":\"谭先生\",\"job...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                                  []   \n",
       " 1                                                  []   \n",
       " 2                                              [数据分析]   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]   \n",
       " 4                                                  []   \n",
       " 5                                                  []   \n",
       " 6                                                  []   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]   \n",
       " 10                                             [架构设计]   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...   \n",
       " 12                                       [c端产品, 数据分析]   \n",
       " 13                                              [制造业]   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]   \n",
       " 19                                 [产品设计, b端产品, 需求分析]   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]   \n",
       " 22                                       [数据产品, 工具产品]   \n",
       " 23                                                 []   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]   \n",
       " 27                               [金融产品, to B, web端产品]   \n",
       " 28                                         [办公软件、工具类]   \n",
       " 29                                                 []   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]   \n",
       " 36                                                 []   \n",
       " 37                                                 []   \n",
       " 38                                            [计算机软件]   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]   \n",
       " \n",
       "                        job.title job.jobId  job.salary  job.dq job.jobKind  \\\n",
       " 0                         医药产品经理  45288093      15-20k  广州-天河区           1   \n",
       " 1                        产品经理-肿瘤  56161375      20-35k  广州-荔湾区           2   \n",
       " 2                       潮玩盲盒产品经理  44235539      10-15k  广州-海珠区           2   \n",
       " 3                           产品经理  52471955      10-15k  广州-海珠区           2   \n",
       " 4                         电商产品经理  44884553      25-35k      广州           1   \n",
       " 5                           品质PM  44607657  12-20k·13薪      广州           1   \n",
       " 6                广花融资担保公司（筹）产品经理  57515707      10-20k  广州-花都区           2   \n",
       " 7                      B端供应链产品经理  44794295  20-35k·14薪  广州-番禺区           1   \n",
       " 8                         高级产品经理  44810969  20-25k·15薪  广州-越秀区           1   \n",
       " 9                           产品经理  56142583      20-30k  广州-越秀区           2   \n",
       " 10              产品经理（支付）(J11223)  43863229      16-35k  广州-海珠区           2   \n",
       " 11                      AI应用产品经理  44949997  16-22k·15薪  广州-白云区           1   \n",
       " 12                          产品经理  42975373      20-25k  广州-天河区           2   \n",
       " 13                       MES产品经理  44808007  25-30k·16薪      广州           1   \n",
       " 14                     文创产品经理/主管  55722223       8-12k  广州-海珠区           2   \n",
       " 15                    数据产品经理（中台）  44099555  20-30k·15薪      广州           1   \n",
       " 16                        民航产品经理  56306495      15-30k  广州-花都区           2   \n",
       " 17                    产品经理（商品中心）  45280189      15-30k  广州-海珠区           1   \n",
       " 18            产品经理（预售，员工分销）-国企正编  45307815      26-30k  广州-海珠区           1   \n",
       " 19                          产品经理  41822517      10-20k  广州-黄埔区           2   \n",
       " 20  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）  45183899  16-22k·15薪  广州-白云区           1   \n",
       " 21                    产品经理（商品中心）  45280187      15-30k  广州-海珠区           1   \n",
       " 22                     AI应用产品经理   44046273  18-19k·15薪      广州           1   \n",
       " 23                          产品经理   7643641      25-35k      广州           2   \n",
       " 24                          产品经理  51720291  20-50k·13薪  广州-天河区           2   \n",
       " 25                          产品经理  45280019      15-30k  广州-海珠区           1   \n",
       " 26                          产品经理  45131607      30-60k      广州           1   \n",
       " 27                        高级产品经理  42880637      40-60k      广州           1   \n",
       " 28                        高级产品经理  57438265  20-30k·13薪  广州-黄埔区           2   \n",
       " 29                         产品经理岗  55177509      18-35k  广州-天河区           2   \n",
       " 30                    产品经理（数据方向）  43795869  15-20k·18薪      广州           1   \n",
       " 31                          产品经理  44633159  50-80k·16薪      广州           1   \n",
       " 32                      垂直电商产品经理  45007687      15-25k      广州           1   \n",
       " 33                  产品经理(J11093)  45098711        薪资面议  广州-黄埔区           2   \n",
       " 34                      海外软件产品经理  43470183  35-65k·16薪  广州-黄埔区           1   \n",
       " 35         产品经理-安全方向（广州）(J11694)  55763181      15-25k  广州-天河区           2   \n",
       " 36                          产品经理  43066789      15-30k      广州           1   \n",
       " 37                          产品经理  43773655      15-30k  广州-天河区           1   \n",
       " 38                       物联网产品经理  57777369      12-20k  广州-天河区           2   \n",
       " 39                        照明产品经理  57209449  20-25k·13薪  广州-白云区           2   \n",
       " \n",
       "                                        job.dataPromId job.refreshTime  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230413192613  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230216103639  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230307150921  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230411141336  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230330145539  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230321164901  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230418091105  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230328105859  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230421110556  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230421102138  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20211125104506  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230403105432  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230414091141  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230420093558  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230321120241  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230306110903  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230404155444  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230413162324  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230419103328  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20211214164804  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230411135550  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230413162324  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230303103708  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230323112810  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20221206094018  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230413162101  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230421094144  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230128203854  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230330175512  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20221222123631  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230223174312  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230322114446  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230404142211  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20221108092741  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230411154613  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230421140848  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230404181136  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230412133907  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230413135515  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230322183423  ...   \n",
       " \n",
       "     recruiter.imUserType comp.compScale  comp.compIndustry comp.compStage  \\\n",
       " 0                      2         50-99人               医药流通          融资未公开   \n",
       " 1                      2       500-999人                 制药            NaN   \n",
       " 2                      2         50-99人                NaN            NaN   \n",
       " 3                      2     1000-2000人                工艺品            NaN   \n",
       " 4                      2     2000-5000人           食品/饮料/酒水            已上市   \n",
       " 5                      2          1-49人             贸易/进出口          融资未公开   \n",
       " 6                      2         50-99人            其他商务服务业          融资未公开   \n",
       " 7                      2       100-499人                互联网          不需要融资   \n",
       " 8                      2       100-499人         内容(音视频/阅读)          融资未公开   \n",
       " 9                      2       500-999人               电子商务            NaN   \n",
       " 10                     2     2000-5000人               电子商务             D轮   \n",
       " 11                     2     2000-5000人           食品/饮料/酒水          融资未公开   \n",
       " 12                     2       100-499人               电子商务            NaN   \n",
       " 13                     2                               互联网            NaN   \n",
       " 14                     2          1-49人              文化艺术业            NaN   \n",
       " 15                     2       500-999人             专业技术服务             A轮   \n",
       " 16                     2       100-499人               人工智能             C轮   \n",
       " 17                     2       100-499人               IT服务            NaN   \n",
       " 18                     2       100-499人               IT服务            NaN   \n",
       " 19                     2     2000-5000人                 制药         沪深A股上市   \n",
       " 20                     2     2000-5000人           食品/饮料/酒水          融资未公开   \n",
       " 21                     2       100-499人               IT服务            NaN   \n",
       " 22                     2     2000-5000人           食品/饮料/日化          融资未公开   \n",
       " 23                     2       500-999人                 制药         沪深A股上市   \n",
       " 24                     2    5000-10000人               IT服务       其他股票市场上市   \n",
       " 25                     2       100-499人               IT服务            NaN   \n",
       " 26                     2    5000-10000人              计算机软件            已上市   \n",
       " 27                     2     2000-5000人           基金/证券/期货           战略融资   \n",
       " 28                     2    5000-10000人              计算机软件         沪深A股上市   \n",
       " 29                     2    5000-10000人                 银行            NaN   \n",
       " 30                     2     1000-2000人                互联网          融资未公开   \n",
       " 31                     2                       电子/半导体/集成电路            NaN   \n",
       " 32                     2       100-499人               电子商务          融资未公开   \n",
       " 33                     2     2000-5000人           食品/饮料/酒水         沪深A股上市   \n",
       " 34                     2    5000-10000人              计算机软件            已上市   \n",
       " 35                     2    5000-10000人              计算机软件            NaN   \n",
       " 36                     2       100-499人               智能安防          融资未公开   \n",
       " 37                     2       100-499人                 制药          融资未公开   \n",
       " 38                     2       500-999人                互联网            NaN   \n",
       " 39                     2                              电子商务            NaN   \n",
       " \n",
       "                       comp.compLogo     comp.compName  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png         某北京医药流通公司   \n",
       " 1   5bfea0c574719d2aa34c074f03a.png     李氏大药厂(香港)有限公司   \n",
       " 2   61b07937d0458d53c627567e02u.jpg    北京妙趣盒生文化传播有限公司   \n",
       " 3   61a5bb22f96ca95918aa2e9206u.png      广东森宝文化实业有限公司   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png         某国内制药上市公司   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png          某贸易进出口公司   \n",
       " 6   61b07937d0458d53c627567e02u.jpg    广州智都投资控股集团有限公司   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png          运营商全资子公司   \n",
       " 9   634f899ab0584d35822417cb06u.png   文峰荟(广州)企业管理有限公司   \n",
       " 10  60096cb986ddfd21f7c973d408u.png              致景科技   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司   \n",
       " 12  60af42bdd7e0220766018e7304u.png              丹霄技术   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司   \n",
       " 14  63da3c9d211aff1618cde20207u.png            恒鼎文化传媒   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png     某广州大型专业技术服务公司   \n",
       " 16  62860cf27933ee37f03c289902u.png              高重科技   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 19  5bfe91b674719d35745ae24c03a.png              凯普生物   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          知名港资快消集团   \n",
       " 23  60f0012c66b5e17b60aa022905u.png               一品红   \n",
       " 24  5bfe91e274719d35745aeb5b03a.png              恒赢智航   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png      某广州计算机软件上市公司   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png     某大型基金/证券/期货公司   \n",
       " 28  5bfe95c674719df0ac98e51303a.png              视源股份   \n",
       " 29  5bfe900574719d35745a8df003a.png        广州银行股份有限公司   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png        某大型知名互联网公司   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png  某深圳电子/半导体/集成电路公司   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png         某宁波电子商务公司   \n",
       " 33  5ec39993f2540204574caa5008u.jpg              汤臣倍健   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png         某广州知名上市公司   \n",
       " 35  62d900a5068a783307d8850402u.png      建信金融科技有限责任公司   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png             某安防公司   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png           某国内制药公司   \n",
       " 38  5bfe9c5774719df0ac9a31bc03a.png              越亮传奇   \n",
       " 39  6407f5d3a62c5e5a8dcc4aeb06u.png             泰容亿科技   \n",
       " \n",
       "                                    comp.link  job.pcOuterLink job.h5OuterLink  \\\n",
       " 0                                                         NaN             NaN   \n",
       " 1    https://www.liepin.com/company/9510141/                                    \n",
       " 2   https://www.liepin.com/company/12846035/                                    \n",
       " 3   https://www.liepin.com/company/13001749/                                    \n",
       " 4                                                         NaN             NaN   \n",
       " 5                                                         NaN             NaN   \n",
       " 6   https://www.liepin.com/company/13183547/                                    \n",
       " 7                                                         NaN             NaN   \n",
       " 8                                                         NaN             NaN   \n",
       " 9   https://www.liepin.com/company/13297665/                                    \n",
       " 10   https://www.liepin.com/company/8448877/                                    \n",
       " 11                                                        NaN             NaN   \n",
       " 12   https://www.liepin.com/company/9886227/                                    \n",
       " 13                                                        NaN             NaN   \n",
       " 14  https://www.liepin.com/company/13393455/                                    \n",
       " 15                                                        NaN             NaN   \n",
       " 16   https://www.liepin.com/company/9368549/                                    \n",
       " 17                                                        NaN             NaN   \n",
       " 18                                                        NaN             NaN   \n",
       " 19   https://www.liepin.com/company/8086509/                                    \n",
       " 20                                                        NaN             NaN   \n",
       " 21                                                        NaN             NaN   \n",
       " 22                                                        NaN             NaN   \n",
       " 23   https://www.liepin.com/company/8788514/                                    \n",
       " 24   https://www.liepin.com/company/9600943/                                    \n",
       " 25                                                        NaN             NaN   \n",
       " 26                                                        NaN             NaN   \n",
       " 27                                                        NaN             NaN   \n",
       " 28   https://www.liepin.com/company/7854025/                                    \n",
       " 29   https://www.liepin.com/company/6017109/                                    \n",
       " 30                                                        NaN             NaN   \n",
       " 31                                                        NaN             NaN   \n",
       " 32                                                        NaN             NaN   \n",
       " 33   https://www.liepin.com/company/8080810/                                    \n",
       " 34                                                        NaN             NaN   \n",
       " 35   https://www.liepin.com/company/9749905/                                    \n",
       " 36                                                        NaN             NaN   \n",
       " 37                                                        NaN             NaN   \n",
       " 38   https://www.liepin.com/company/1327734/                                    \n",
       " 39  https://www.liepin.com/company/13450471/                                    \n",
       " \n",
       "    comp.compId  \n",
       " 0          NaN  \n",
       " 1    9510141.0  \n",
       " 2   12846035.0  \n",
       " 3   13001749.0  \n",
       " 4          NaN  \n",
       " 5          NaN  \n",
       " 6   13183547.0  \n",
       " 7          NaN  \n",
       " 8          NaN  \n",
       " 9   13297665.0  \n",
       " 10   8448877.0  \n",
       " 11         NaN  \n",
       " 12   9886227.0  \n",
       " 13         NaN  \n",
       " 14  13393455.0  \n",
       " 15         NaN  \n",
       " 16   9368549.0  \n",
       " 17         NaN  \n",
       " 18         NaN  \n",
       " 19   8086509.0  \n",
       " 20         NaN  \n",
       " 21         NaN  \n",
       " 22         NaN  \n",
       " 23   8788514.0  \n",
       " 24   9600943.0  \n",
       " 25         NaN  \n",
       " 26         NaN  \n",
       " 27         NaN  \n",
       " 28   7854025.0  \n",
       " 29   6017109.0  \n",
       " 30         NaN  \n",
       " 31         NaN  \n",
       " 32         NaN  \n",
       " 33   8080810.0  \n",
       " 34         NaN  \n",
       " 35   9749905.0  \n",
       " 36         NaN  \n",
       " 37         NaN  \n",
       " 38   1327734.0  \n",
       " 39  13450471.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"45288093\",\"userId\":\"c9500f617e8709c5...   \n",
       " 1   {\"jobId\":\"56161375\",\"userId\":\"b1f35a95cd2f090b...   \n",
       " 2   {\"jobId\":\"44235539\",\"userId\":\"cf01d8d748548182...   \n",
       " 3   {\"jobId\":\"52471955\",\"userId\":\"37d22e9e32bcd938...   \n",
       " 4   {\"jobId\":\"44884553\",\"userId\":\"a44defc4937cd01d...   \n",
       " 5   {\"jobId\":\"44607657\",\"userId\":\"f47151fb4aacbf16...   \n",
       " 6   {\"jobId\":\"57515707\",\"userId\":\"9224e21535a0770f...   \n",
       " 7   {\"jobId\":\"44794295\",\"userId\":\"f06046ca92083476...   \n",
       " 8   {\"jobId\":\"44810969\",\"userId\":\"8674b61a5d3a243d...   \n",
       " 9   {\"jobId\":\"56142583\",\"userId\":\"e36552938188a1aa...   \n",
       " 10  {\"jobId\":\"43863229\",\"userId\":\"0edff9f2bed18e31...   \n",
       " 11  {\"jobId\":\"44949997\",\"userId\":\"52229be8ed4151f6...   \n",
       " 12  {\"jobId\":\"42975373\",\"userId\":\"3c0fd732e6e278f1...   \n",
       " 13  {\"jobId\":\"44808007\",\"userId\":\"152ea0d1cc79245b...   \n",
       " 14  {\"jobId\":\"55722223\",\"userId\":\"8a3dae76bb73929d...   \n",
       " 15  {\"jobId\":\"44099555\",\"userId\":\"a9aff57fed3ec7e9...   \n",
       " 16  {\"jobId\":\"56306495\",\"userId\":\"733059c92588c041...   \n",
       " 17  {\"jobId\":\"45280189\",\"userId\":\"7f0312f8db0c514e...   \n",
       " 18  {\"jobId\":\"45307815\",\"userId\":\"10f97c2455afd910...   \n",
       " 19  {\"jobId\":\"41822517\",\"userId\":\"2f42fd8745402768...   \n",
       " 20  {\"jobId\":\"45183899\",\"userId\":\"52229be8ed4151f6...   \n",
       " 21  {\"jobId\":\"45280187\",\"userId\":\"7f0312f8db0c514e...   \n",
       " 22  {\"jobId\":\"44046273\",\"userId\":\"0f67104d9d26e05a...   \n",
       " 23  {\"jobId\":\"7643641\",\"userId\":\"446fa8eec304cee52...   \n",
       " 24  {\"jobId\":\"51720291\",\"userId\":\"48f51445c66038af...   \n",
       " 25  {\"jobId\":\"45280019\",\"userId\":\"7f0312f8db0c514e...   \n",
       " 26  {\"jobId\":\"45131607\",\"userId\":\"fe574404935c0d1e...   \n",
       " 27  {\"jobId\":\"42880637\",\"userId\":\"427acd357091d000...   \n",
       " 28  {\"jobId\":\"57438265\",\"userId\":\"5c5868e999f36bce...   \n",
       " 29  {\"jobId\":\"55177509\",\"userId\":\"3b122e2eb0f3601c...   \n",
       " 30  {\"jobId\":\"43795869\",\"userId\":\"5e8058dd221f3ba7...   \n",
       " 31  {\"jobId\":\"44633159\",\"userId\":\"854021dc244dfb22...   \n",
       " 32  {\"jobId\":\"45007687\",\"userId\":\"790d3da71b57592a...   \n",
       " 33  {\"jobId\":\"45098711\",\"userId\":\"5553774e1dfc4bd9...   \n",
       " 34  {\"jobId\":\"43470183\",\"userId\":\"6581aa01b636d0e0...   \n",
       " 35  {\"jobId\":\"55763181\",\"userId\":\"425c4ebdbee0453e...   \n",
       " 36  {\"jobId\":\"43066789\",\"userId\":\"8b3d08baae34b6ce...   \n",
       " 37  {\"jobId\":\"43773655\",\"userId\":\"7ce77a824e1b312a...   \n",
       " 38  {\"jobId\":\"57777369\",\"userId\":\"e8745aba1f44ddd6...   \n",
       " 39  {\"jobId\":\"57209449\",\"userId\":\"482d5a8bdcbf0b59...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2245288093%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2256161375%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2244235539%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2252471955%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2244884553%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2244607657%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2257515707%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2244794295%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2244810969%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2256142583%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2243863229%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2244949997%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2242975373%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2244808007%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2255722223%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2244099555%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2256306495%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2245280189%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2245307815%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2241822517%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2245183899%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2245280187%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2244046273%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%227643641%22%2C%22ckId%22%3A...   \n",
       " 24  %7B%22jobId%22%3A%2251720291%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2245280019%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2245131607%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2242880637%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2257438265%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2255177509%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2243795869%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2244633159%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2245007687%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2245098711%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2243470183%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2255763181%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2243066789%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2243773655%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2257777369%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2257209449%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            job.labels job.jobId  \\\n",
       " 0                                                  []  45288093   \n",
       " 1                                                  []  56161375   \n",
       " 2                                              [数据分析]  44235539   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]  52471955   \n",
       " 4                                                  []  44884553   \n",
       " 5                                                  []  44607657   \n",
       " 6                                                  []  57515707   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]  44794295   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]  44810969   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]  56142583   \n",
       " 10                                             [架构设计]  43863229   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...  44949997   \n",
       " 12                                       [c端产品, 数据分析]  42975373   \n",
       " 13                                              [制造业]  44808007   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]  55722223   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  44099555   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...  56306495   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]  45280189   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]  45307815   \n",
       " 19                                 [产品设计, b端产品, 需求分析]  41822517   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...  45183899   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]  45280187   \n",
       " 22                                       [数据产品, 工具产品]  44046273   \n",
       " 23                                                 []   7643641   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...  51720291   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]  45280019   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]  45131607   \n",
       " 27                               [金融产品, to B, web端产品]  42880637   \n",
       " 28                                         [办公软件、工具类]  57438265   \n",
       " 29                                                 []  55177509   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]  43795869   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...  44633159   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]  45007687   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]  45098711   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]  43470183   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]  55763181   \n",
       " 36                                                 []  43066789   \n",
       " 37                                                 []  43773655   \n",
       " 38                                            [计算机软件]  57777369   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]  57209449   \n",
       " \n",
       "                        job.title  job.salary  job.dq job.jobKind  \\\n",
       " 0                         医药产品经理      15-20k  广州-天河区           1   \n",
       " 1                        产品经理-肿瘤      20-35k  广州-荔湾区           2   \n",
       " 2                       潮玩盲盒产品经理      10-15k  广州-海珠区           2   \n",
       " 3                           产品经理      10-15k  广州-海珠区           2   \n",
       " 4                         电商产品经理      25-35k      广州           1   \n",
       " 5                           品质PM  12-20k·13薪      广州           1   \n",
       " 6                广花融资担保公司（筹）产品经理      10-20k  广州-花都区           2   \n",
       " 7                      B端供应链产品经理  20-35k·14薪  广州-番禺区           1   \n",
       " 8                         高级产品经理  20-25k·15薪  广州-越秀区           1   \n",
       " 9                           产品经理      20-30k  广州-越秀区           2   \n",
       " 10              产品经理（支付）(J11223)      16-35k  广州-海珠区           2   \n",
       " 11                      AI应用产品经理  16-22k·15薪  广州-白云区           1   \n",
       " 12                          产品经理      20-25k  广州-天河区           2   \n",
       " 13                       MES产品经理  25-30k·16薪      广州           1   \n",
       " 14                     文创产品经理/主管       8-12k  广州-海珠区           2   \n",
       " 15                    数据产品经理（中台）  20-30k·15薪      广州           1   \n",
       " 16                        民航产品经理      15-30k  广州-花都区           2   \n",
       " 17                    产品经理（商品中心）      15-30k  广州-海珠区           1   \n",
       " 18            产品经理（预售，员工分销）-国企正编      26-30k  广州-海珠区           1   \n",
       " 19                          产品经理      10-20k  广州-黄埔区           2   \n",
       " 20  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）  16-22k·15薪  广州-白云区           1   \n",
       " 21                    产品经理（商品中心）      15-30k  广州-海珠区           1   \n",
       " 22                     AI应用产品经理   18-19k·15薪      广州           1   \n",
       " 23                          产品经理      25-35k      广州           2   \n",
       " 24                          产品经理  20-50k·13薪  广州-天河区           2   \n",
       " 25                          产品经理      15-30k  广州-海珠区           1   \n",
       " 26                          产品经理      30-60k      广州           1   \n",
       " 27                        高级产品经理      40-60k      广州           1   \n",
       " 28                        高级产品经理  20-30k·13薪  广州-黄埔区           2   \n",
       " 29                         产品经理岗      18-35k  广州-天河区           2   \n",
       " 30                    产品经理（数据方向）  15-20k·18薪      广州           1   \n",
       " 31                          产品经理  50-80k·16薪      广州           1   \n",
       " 32                      垂直电商产品经理      15-25k      广州           1   \n",
       " 33                  产品经理(J11093)        薪资面议  广州-黄埔区           2   \n",
       " 34                      海外软件产品经理  35-65k·16薪  广州-黄埔区           1   \n",
       " 35         产品经理-安全方向（广州）(J11694)      15-25k  广州-天河区           2   \n",
       " 36                          产品经理      15-30k      广州           1   \n",
       " 37                          产品经理      15-30k  广州-天河区           1   \n",
       " 38                       物联网产品经理      12-20k  广州-天河区           2   \n",
       " 39                        照明产品经理  20-25k·13薪  广州-白云区           2   \n",
       " \n",
       "                                        job.dataPromId  job.topJob  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...       False  ...   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compIndustry comp.compStage  \\\n",
       " 0    63fc55f5f6f3654cff90476303u.png              医药流通          融资未公开   \n",
       " 1    5f8f9863f6d1ab58476f246a08u.jpg                制药            NaN   \n",
       " 2    5f8f9863f6d1ab58476f246a08u.jpg               NaN            NaN   \n",
       " 3    5f8f9866dfb13a7dee342f1808u.jpg               工艺品            NaN   \n",
       " 4    6239435dbf25ff5ff20a8e5605u.jpg          食品/饮料/酒水            已上市   \n",
       " 5    60f7762017b23e15ed84a9a008u.jpg            贸易/进出口          融资未公开   \n",
       " 6    5f8f9865ea60860b75384fa508u.jpg           其他商务服务业          融资未公开   \n",
       " 7    6144210d021e5332beb3eaa601u.png               互联网          不需要融资   \n",
       " 8    6100ba7999bae10d052ceaa608u.png        内容(音视频/阅读)          融资未公开   \n",
       " 9    5f8f9865ea60860b75384fa508u.jpg              电子商务            NaN   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg              电子商务             D轮   \n",
       " 11   612f3bce95c03625d0aa7d1a04u.jpg          食品/饮料/酒水          融资未公开   \n",
       " 12   5f8f986779c7cc70efbf36c008u.jpg              电子商务            NaN   \n",
       " 13   6041904cac649a4e4185175f05u.png               互联网            NaN   \n",
       " 14   5f8f986779c7cc70efbf36c008u.jpg             文化艺术业            NaN   \n",
       " 15   628c33a6256da95d600ec7a305u.jpg            专业技术服务             A轮   \n",
       " 16  63749d37ea177d16a68dcfd601u.jpeg              人工智能             C轮   \n",
       " 17   5f8fa3bddfb13a7dee343d7608u.png              IT服务            NaN   \n",
       " 18   642e8e49de25b83c3c8d509707u.png              IT服务            NaN   \n",
       " 19   54d1e78d712eb4f6b84c788f02c.jpg                制药         沪深A股上市   \n",
       " 20   612f3bce95c03625d0aa7d1a04u.jpg          食品/饮料/酒水          融资未公开   \n",
       " 21   5f8fa3bddfb13a7dee343d7608u.png              IT服务            NaN   \n",
       " 22  636899c231cd614a2518fd6603u.jpeg          食品/饮料/日化          融资未公开   \n",
       " 23   5f8f986aea60860b75384fab08u.jpg                制药         沪深A股上市   \n",
       " 24   5f8f98648dbe6273dcf8515508u.jpg              IT服务       其他股票市场上市   \n",
       " 25   5f8fa3bddfb13a7dee343d7608u.png              IT服务            NaN   \n",
       " 26   60594891e67dd642e66167e607u.jpg             计算机软件            已上市   \n",
       " 27   5f8fa3a679c7cc70efbf444e08u.png          基金/证券/期货           战略融资   \n",
       " 28   5f8f98648dbe6273dcf8515508u.jpg             计算机软件         沪深A股上市   \n",
       " 29   5f8f986779c7cc70efbf36c008u.jpg                银行            NaN   \n",
       " 30   61763c997ee42471be22de7101u.png               互联网          融资未公开   \n",
       " 31   641a757dffdf96787e4eef0105u.png       电子/半导体/集成电路            NaN   \n",
       " 32   60aef83a1d480101d4219a6e07u.png              电子商务          融资未公开   \n",
       " 33   5f8f986c79c7cc70efbf36c808u.jpg          食品/饮料/酒水         沪深A股上市   \n",
       " 34   623ad357dba87875df4a0eee03u.png             计算机软件            已上市   \n",
       " 35   5f8f9865ea60860b75384fa508u.jpg             计算机软件            NaN   \n",
       " 36   5fc838b87d6477448762618c01u.png              智能安防          融资未公开   \n",
       " 37   5f8fa3bddfb13a7dee343d7608u.png                制药          融资未公开   \n",
       " 38   54d1e761712e7147fd8062c902c.jpg               互联网            NaN   \n",
       " 39   5f8f9868f6d1ab58476f24a008u.jpg              电子商务            NaN   \n",
       " \n",
       "                       comp.compLogo     comp.compName comp.compScale  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png         某北京医药流通公司         50-99人   \n",
       " 1   5bfea0c574719d2aa34c074f03a.png     李氏大药厂(香港)有限公司       500-999人   \n",
       " 2   61b07937d0458d53c627567e02u.jpg    北京妙趣盒生文化传播有限公司         50-99人   \n",
       " 3   61a5bb22f96ca95918aa2e9206u.png      广东森宝文化实业有限公司     1000-2000人   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png         某国内制药上市公司     2000-5000人   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png          某贸易进出口公司          1-49人   \n",
       " 6   61b07937d0458d53c627567e02u.jpg    广州智都投资控股集团有限公司         50-99人   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司       100-499人   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png          运营商全资子公司       100-499人   \n",
       " 9   634f899ab0584d35822417cb06u.png   文峰荟(广州)企业管理有限公司       500-999人   \n",
       " 10  60096cb986ddfd21f7c973d408u.png              致景科技     2000-5000人   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司     2000-5000人   \n",
       " 12  60af42bdd7e0220766018e7304u.png              丹霄技术       100-499人   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司                  \n",
       " 14  63da3c9d211aff1618cde20207u.png            恒鼎文化传媒          1-49人   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png     某广州大型专业技术服务公司       500-999人   \n",
       " 16  62860cf27933ee37f03c289902u.png              高重科技       100-499人   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司       100-499人   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司       100-499人   \n",
       " 19  5bfe91b674719d35745ae24c03a.png              凯普生物     2000-5000人   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司     2000-5000人   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司       100-499人   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          知名港资快消集团     2000-5000人   \n",
       " 23  60f0012c66b5e17b60aa022905u.png               一品红       500-999人   \n",
       " 24  5bfe91e274719d35745aeb5b03a.png              恒赢智航    5000-10000人   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司       100-499人   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png      某广州计算机软件上市公司    5000-10000人   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png     某大型基金/证券/期货公司     2000-5000人   \n",
       " 28  5bfe95c674719df0ac98e51303a.png              视源股份    5000-10000人   \n",
       " 29  5bfe900574719d35745a8df003a.png        广州银行股份有限公司    5000-10000人   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png        某大型知名互联网公司     1000-2000人   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png  某深圳电子/半导体/集成电路公司                  \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png         某宁波电子商务公司       100-499人   \n",
       " 33  5ec39993f2540204574caa5008u.jpg              汤臣倍健     2000-5000人   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png         某广州知名上市公司    5000-10000人   \n",
       " 35  62d900a5068a783307d8850402u.png      建信金融科技有限责任公司    5000-10000人   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png             某安防公司       100-499人   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png           某国内制药公司       100-499人   \n",
       " 38  5bfe9c5774719df0ac9a31bc03a.png              越亮传奇       500-999人   \n",
       " 39  6407f5d3a62c5e5a8dcc4aeb06u.png             泰容亿科技                  \n",
       " \n",
       "                                    comp.link job.pcOuterLink  job.h5OuterLink  \\\n",
       " 0                                                        NaN              NaN   \n",
       " 1    https://www.liepin.com/company/9510141/                                    \n",
       " 2   https://www.liepin.com/company/12846035/                                    \n",
       " 3   https://www.liepin.com/company/13001749/                                    \n",
       " 4                                                        NaN              NaN   \n",
       " 5                                                        NaN              NaN   \n",
       " 6   https://www.liepin.com/company/13183547/                                    \n",
       " 7                                                        NaN              NaN   \n",
       " 8                                                        NaN              NaN   \n",
       " 9   https://www.liepin.com/company/13297665/                                    \n",
       " 10   https://www.liepin.com/company/8448877/                                    \n",
       " 11                                                       NaN              NaN   \n",
       " 12   https://www.liepin.com/company/9886227/                                    \n",
       " 13                                                       NaN              NaN   \n",
       " 14  https://www.liepin.com/company/13393455/                                    \n",
       " 15                                                       NaN              NaN   \n",
       " 16   https://www.liepin.com/company/9368549/                                    \n",
       " 17                                                       NaN              NaN   \n",
       " 18                                                       NaN              NaN   \n",
       " 19   https://www.liepin.com/company/8086509/                                    \n",
       " 20                                                       NaN              NaN   \n",
       " 21                                                       NaN              NaN   \n",
       " 22                                                       NaN              NaN   \n",
       " 23   https://www.liepin.com/company/8788514/                                    \n",
       " 24   https://www.liepin.com/company/9600943/                                    \n",
       " 25                                                       NaN              NaN   \n",
       " 26                                                       NaN              NaN   \n",
       " 27                                                       NaN              NaN   \n",
       " 28   https://www.liepin.com/company/7854025/                                    \n",
       " 29   https://www.liepin.com/company/6017109/                                    \n",
       " 30                                                       NaN              NaN   \n",
       " 31                                                       NaN              NaN   \n",
       " 32                                                       NaN              NaN   \n",
       " 33   https://www.liepin.com/company/8080810/                                    \n",
       " 34                                                       NaN              NaN   \n",
       " 35   https://www.liepin.com/company/9749905/                                    \n",
       " 36                                                       NaN              NaN   \n",
       " 37                                                       NaN              NaN   \n",
       " 38   https://www.liepin.com/company/1327734/                                    \n",
       " 39  https://www.liepin.com/company/13450471/                                    \n",
       " \n",
       "    comp.compId  \n",
       " 0          NaN  \n",
       " 1    9510141.0  \n",
       " 2   12846035.0  \n",
       " 3   13001749.0  \n",
       " 4          NaN  \n",
       " 5          NaN  \n",
       " 6   13183547.0  \n",
       " 7          NaN  \n",
       " 8          NaN  \n",
       " 9   13297665.0  \n",
       " 10   8448877.0  \n",
       " 11         NaN  \n",
       " 12   9886227.0  \n",
       " 13         NaN  \n",
       " 14  13393455.0  \n",
       " 15         NaN  \n",
       " 16   9368549.0  \n",
       " 17         NaN  \n",
       " 18         NaN  \n",
       " 19   8086509.0  \n",
       " 20         NaN  \n",
       " 21         NaN  \n",
       " 22         NaN  \n",
       " 23   8788514.0  \n",
       " 24   9600943.0  \n",
       " 25         NaN  \n",
       " 26         NaN  \n",
       " 27         NaN  \n",
       " 28   7854025.0  \n",
       " 29   6017109.0  \n",
       " 30         NaN  \n",
       " 31         NaN  \n",
       " 32         NaN  \n",
       " 33   8080810.0  \n",
       " 34         NaN  \n",
       " 35   9749905.0  \n",
       " 36         NaN  \n",
       " 37         NaN  \n",
       " 38   1327734.0  \n",
       " 39  13450471.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams     comp.compName  \\\n",
       " 0   {\"jobId\":\"45288093\",\"jobKind\":\"1\",\"userId\":\"c9...         某北京医药流通公司   \n",
       " 1   {\"jobId\":\"56161375\",\"jobKind\":\"2\",\"userId\":\"b1...     李氏大药厂(香港)有限公司   \n",
       " 2   {\"jobId\":\"44235539\",\"jobKind\":\"2\",\"userId\":\"cf...    北京妙趣盒生文化传播有限公司   \n",
       " 3   {\"jobId\":\"52471955\",\"jobKind\":\"2\",\"userId\":\"37...      广东森宝文化实业有限公司   \n",
       " 4   {\"jobId\":\"44884553\",\"jobKind\":\"1\",\"userId\":\"a4...         某国内制药上市公司   \n",
       " 5   {\"jobId\":\"44607657\",\"jobKind\":\"1\",\"userId\":\"f4...          某贸易进出口公司   \n",
       " 6   {\"jobId\":\"57515707\",\"jobKind\":\"2\",\"userId\":\"92...    广州智都投资控股集团有限公司   \n",
       " 7   {\"jobId\":\"44794295\",\"jobKind\":\"1\",\"userId\":\"f0...          某广州互联网公司   \n",
       " 8   {\"jobId\":\"44810969\",\"jobKind\":\"1\",\"userId\":\"86...          运营商全资子公司   \n",
       " 9   {\"jobId\":\"56142583\",\"jobKind\":\"2\",\"userId\":\"e3...   文峰荟(广州)企业管理有限公司   \n",
       " 10  {\"jobId\":\"43863229\",\"jobKind\":\"2\",\"userId\":\"0e...              致景科技   \n",
       " 11  {\"jobId\":\"44949997\",\"jobKind\":\"1\",\"userId\":\"52...   某国内大型食品/饮料/酒水公司   \n",
       " 12  {\"jobId\":\"42975373\",\"jobKind\":\"2\",\"userId\":\"3c...              丹霄技术   \n",
       " 13  {\"jobId\":\"44808007\",\"jobKind\":\"1\",\"userId\":\"15...          某广州互联网公司   \n",
       " 14  {\"jobId\":\"55722223\",\"jobKind\":\"2\",\"userId\":\"8a...            恒鼎文化传媒   \n",
       " 15  {\"jobId\":\"44099555\",\"jobKind\":\"1\",\"userId\":\"a9...     某广州大型专业技术服务公司   \n",
       " 16  {\"jobId\":\"56306495\",\"jobKind\":\"2\",\"userId\":\"73...              高重科技   \n",
       " 17  {\"jobId\":\"45280189\",\"jobKind\":\"1\",\"userId\":\"7f...         某广州IT服务公司   \n",
       " 18  {\"jobId\":\"45307815\",\"jobKind\":\"1\",\"userId\":\"10...         某广州IT服务公司   \n",
       " 19  {\"jobId\":\"41822517\",\"jobKind\":\"2\",\"userId\":\"2f...              凯普生物   \n",
       " 20  {\"jobId\":\"45183899\",\"jobKind\":\"1\",\"userId\":\"52...   某国内大型食品/饮料/酒水公司   \n",
       " 21  {\"jobId\":\"45280187\",\"jobKind\":\"1\",\"userId\":\"7f...         某广州IT服务公司   \n",
       " 22  {\"jobId\":\"44046273\",\"jobKind\":\"1\",\"userId\":\"0f...          知名港资快消集团   \n",
       " 23  {\"jobId\":\"7643641\",\"jobKind\":\"2\",\"userId\":\"446...               一品红   \n",
       " 24  {\"jobId\":\"51720291\",\"jobKind\":\"2\",\"userId\":\"48...              恒赢智航   \n",
       " 25  {\"jobId\":\"45280019\",\"jobKind\":\"1\",\"userId\":\"7f...         某广州IT服务公司   \n",
       " 26  {\"jobId\":\"45131607\",\"jobKind\":\"1\",\"userId\":\"fe...      某广州计算机软件上市公司   \n",
       " 27  {\"jobId\":\"42880637\",\"jobKind\":\"1\",\"userId\":\"42...     某大型基金/证券/期货公司   \n",
       " 28  {\"jobId\":\"57438265\",\"jobKind\":\"2\",\"userId\":\"5c...              视源股份   \n",
       " 29  {\"jobId\":\"55177509\",\"jobKind\":\"2\",\"userId\":\"3b...        广州银行股份有限公司   \n",
       " 30  {\"jobId\":\"43795869\",\"jobKind\":\"1\",\"userId\":\"5e...        某大型知名互联网公司   \n",
       " 31  {\"jobId\":\"44633159\",\"jobKind\":\"1\",\"userId\":\"85...  某深圳电子/半导体/集成电路公司   \n",
       " 32  {\"jobId\":\"45007687\",\"jobKind\":\"1\",\"userId\":\"79...         某宁波电子商务公司   \n",
       " 33  {\"jobId\":\"45098711\",\"jobKind\":\"2\",\"userId\":\"55...              汤臣倍健   \n",
       " 34  {\"jobId\":\"43470183\",\"jobKind\":\"1\",\"userId\":\"65...         某广州知名上市公司   \n",
       " 35  {\"jobId\":\"55763181\",\"jobKind\":\"2\",\"userId\":\"42...      建信金融科技有限责任公司   \n",
       " 36  {\"jobId\":\"43066789\",\"jobKind\":\"1\",\"userId\":\"8b...             某安防公司   \n",
       " 37  {\"jobId\":\"43773655\",\"jobKind\":\"1\",\"userId\":\"7c...           某国内制药公司   \n",
       " 38  {\"jobId\":\"57777369\",\"jobKind\":\"2\",\"userId\":\"e8...              越亮传奇   \n",
       " 39  {\"jobId\":\"57209449\",\"jobKind\":\"2\",\"userId\":\"48...             泰容亿科技   \n",
       " \n",
       "    comp.compScale comp.compStage                    comp.compLogo  \\\n",
       " 0          50-99人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 1        500-999人            NaN  5bfea0c574719d2aa34c074f03a.png   \n",
       " 2          50-99人            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 3      1000-2000人            NaN  61a5bb22f96ca95918aa2e9206u.png   \n",
       " 4      2000-5000人            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 5           1-49人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 6          50-99人          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 7        100-499人          不需要融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 8        100-499人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 9        500-999人            NaN  634f899ab0584d35822417cb06u.png   \n",
       " 10     2000-5000人             D轮  60096cb986ddfd21f7c973d408u.png   \n",
       " 11     2000-5000人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 12       100-499人            NaN  60af42bdd7e0220766018e7304u.png   \n",
       " 13                           NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 14          1-49人            NaN  63da3c9d211aff1618cde20207u.png   \n",
       " 15       500-999人             A轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 16       100-499人             C轮  62860cf27933ee37f03c289902u.png   \n",
       " 17       100-499人            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 18       100-499人            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 19     2000-5000人         沪深A股上市  5bfe91b674719d35745ae24c03a.png   \n",
       " 20     2000-5000人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 21       100-499人            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 22     2000-5000人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 23       500-999人         沪深A股上市  60f0012c66b5e17b60aa022905u.png   \n",
       " 24    5000-10000人       其他股票市场上市  5bfe91e274719d35745aeb5b03a.png   \n",
       " 25       100-499人            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 26    5000-10000人            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 27     2000-5000人           战略融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 28    5000-10000人         沪深A股上市  5bfe95c674719df0ac98e51303a.png   \n",
       " 29    5000-10000人            NaN  5bfe900574719d35745a8df003a.png   \n",
       " 30     1000-2000人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 31                           NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 32       100-499人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 33     2000-5000人         沪深A股上市  5ec39993f2540204574caa5008u.jpg   \n",
       " 34    5000-10000人            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 35    5000-10000人            NaN  62d900a5068a783307d8850402u.png   \n",
       " 36       100-499人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 37       100-499人          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 38       500-999人            NaN  5bfe9c5774719df0ac9a31bc03a.png   \n",
       " 39                           NaN  6407f5d3a62c5e5a8dcc4aeb06u.png   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  \\\n",
       " 0               医药流通                                             \n",
       " 1                 制药   https://www.liepin.com/company/9510141/   \n",
       " 2                NaN  https://www.liepin.com/company/12846035/   \n",
       " 3                工艺品  https://www.liepin.com/company/13001749/   \n",
       " 4           食品/饮料/酒水                                             \n",
       " 5             贸易/进出口                                             \n",
       " 6            其他商务服务业  https://www.liepin.com/company/13183547/   \n",
       " 7                互联网                                             \n",
       " 8         内容(音视频/阅读)                                             \n",
       " 9               电子商务  https://www.liepin.com/company/13297665/   \n",
       " 10              电子商务   https://www.liepin.com/company/8448877/   \n",
       " 11          食品/饮料/酒水                                             \n",
       " 12              电子商务   https://www.liepin.com/company/9886227/   \n",
       " 13               互联网                                             \n",
       " 14             文化艺术业  https://www.liepin.com/company/13393455/   \n",
       " 15            专业技术服务                                             \n",
       " 16              人工智能   https://www.liepin.com/company/9368549/   \n",
       " 17              IT服务                                             \n",
       " 18              IT服务                                             \n",
       " 19                制药   https://www.liepin.com/company/8086509/   \n",
       " 20          食品/饮料/酒水                                             \n",
       " 21              IT服务                                             \n",
       " 22          食品/饮料/日化                                             \n",
       " 23                制药   https://www.liepin.com/company/8788514/   \n",
       " 24              IT服务   https://www.liepin.com/company/9600943/   \n",
       " 25              IT服务                                             \n",
       " 26             计算机软件                                             \n",
       " 27          基金/证券/期货                                             \n",
       " 28             计算机软件   https://www.liepin.com/company/7854025/   \n",
       " 29                银行   https://www.liepin.com/company/6017109/   \n",
       " 30               互联网                                             \n",
       " 31       电子/半导体/集成电路                                             \n",
       " 32              电子商务                                             \n",
       " 33          食品/饮料/酒水   https://www.liepin.com/company/8080810/   \n",
       " 34             计算机软件                                             \n",
       " 35             计算机软件   https://www.liepin.com/company/9749905/   \n",
       " 36              智能安防                                             \n",
       " 37                制药                                             \n",
       " 38               互联网   https://www.liepin.com/company/1327734/   \n",
       " 39              电子商务  https://www.liepin.com/company/13450471/   \n",
       " \n",
       "                                            job.labels  job.advViewFlag  ...  \\\n",
       " 0                                                  []            False  ...   \n",
       " 1                                                  []            False  ...   \n",
       " 2                                              [数据分析]            False  ...   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]            False  ...   \n",
       " 4                                                  []            False  ...   \n",
       " 5                                                  []            False  ...   \n",
       " 6                                                  []            False  ...   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]            False  ...   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]            False  ...   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]            False  ...   \n",
       " 10                                             [架构设计]            False  ...   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...            False  ...   \n",
       " 12                                       [c端产品, 数据分析]            False  ...   \n",
       " 13                                              [制造业]            False  ...   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]            False  ...   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]            False  ...   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...            False  ...   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]            False  ...   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]            False  ...   \n",
       " 19                                 [产品设计, b端产品, 需求分析]            False  ...   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...            False  ...   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]            False  ...   \n",
       " 22                                       [数据产品, 工具产品]            False  ...   \n",
       " 23                                                 []            False  ...   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...            False  ...   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]            False  ...   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]            False  ...   \n",
       " 27                               [金融产品, to B, web端产品]            False  ...   \n",
       " 28                                         [办公软件、工具类]            False  ...   \n",
       " 29                                                 []            False  ...   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]            False  ...   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...            False  ...   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]            False  ...   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]            False  ...   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]            False  ...   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]            False  ...   \n",
       " 36                                                 []            False  ...   \n",
       " 37                                                 []            False  ...   \n",
       " 38                                            [计算机软件]            False  ...   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]            False  ...   \n",
       " \n",
       "                recruiter.recruiterId recruiter.chatted  \\\n",
       " 0   c9500f617e8709c5358439b263a1b094             False   \n",
       " 1   b1f35a95cd2f090b1c1c01adbf9e90f1             False   \n",
       " 2   cf01d8d7485481826ff0cb47906cd0c3             False   \n",
       " 3   37d22e9e32bcd9386756075cb8790a78             False   \n",
       " 4   a44defc4937cd01db202bbcbb63c7c75             False   \n",
       " 5   f47151fb4aacbf16827690e5f559968d             False   \n",
       " 6   9224e21535a0770f9d45710a02ad2182             False   \n",
       " 7   f06046ca920834767d2ca7799c8d3e58             False   \n",
       " 8   8674b61a5d3a243db7d203dbacf6355b             False   \n",
       " 9   e36552938188a1aad74c93eafadb8eb7             False   \n",
       " 10  0edff9f2bed18e31910319d799c6f231             False   \n",
       " 11  52229be8ed4151f64b65e1f549214846             False   \n",
       " 12  3c0fd732e6e278f10a3daa157d820ce0             False   \n",
       " 13  152ea0d1cc79245b5e0c2419e0c7889a             False   \n",
       " 14  8a3dae76bb73929dae2c75f2e9902c36             False   \n",
       " 15  a9aff57fed3ec7e95e9eb1137e0cb75f             False   \n",
       " 16  733059c92588c041f79ea0c10a8cbb1d             False   \n",
       " 17  7f0312f8db0c514ef1a8bbcb3a983750             False   \n",
       " 18  10f97c2455afd910fa874f00626b9602             False   \n",
       " 19  2f42fd874540276863bd63b74d34940c             False   \n",
       " 20  52229be8ed4151f64b65e1f549214846             False   \n",
       " 21  7f0312f8db0c514ef1a8bbcb3a983750             False   \n",
       " 22  0f67104d9d26e05a63878b22301425ad             False   \n",
       " 23  446fa8eec304cee5246608e7b5510cdd             False   \n",
       " 24  48f51445c66038af6c775cb4d7255adf             False   \n",
       " 25  7f0312f8db0c514ef1a8bbcb3a983750             False   \n",
       " 26  fe574404935c0d1e8b980cb130e246e9             False   \n",
       " 27  427acd357091d000fbd248da0a9beae7             False   \n",
       " 28  5c5868e999f36bcead5ac560c4a69325             False   \n",
       " 29  3b122e2eb0f3601c98d7c9d26a3a9d56             False   \n",
       " 30  5e8058dd221f3ba7f3197cbe382c253e             False   \n",
       " 31  854021dc244dfb22cecfce0dea5b4198             False   \n",
       " 32  790d3da71b57592a14c5890f16935246             False   \n",
       " 33  5553774e1dfc4bd94e578f26109225be             False   \n",
       " 34  6581aa01b636d0e08fdbddb1e0920cee             False   \n",
       " 35  425c4ebdbee0453e66ce3b2014455cb9             False   \n",
       " 36  8b3d08baae34b6ce32673941a4fb8bc6             False   \n",
       " 37  7ce77a824e1b312a4f998cd52ca0257a             False   \n",
       " 38  e8745aba1f44ddd621b2f8f304de3409             False   \n",
       " 39  482d5a8bdcbf0b5931990edb605ae190             False   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      王女士                     猎头顾问   \n",
       " 1                      孟女士                            \n",
       " 2                      朱女士                     人资经理   \n",
       " 3                      陈女士                     招聘专员   \n",
       " 4                      汪女士                     猎头顾问   \n",
       " 5                      黄女士                     猎头顾问   \n",
       " 6                      齐女士                人力资源经理/主管   \n",
       " 7                      邬女士                     猎头顾问   \n",
       " 8                      陈先生                     猎头顾问   \n",
       " 9                      王女士                     人事专员   \n",
       " 10                     庄女士                   储备项目经理   \n",
       " 11                     李女士                     猎头顾问   \n",
       " 12                     陈女士                            \n",
       " 13                     陈女士                     猎头顾问   \n",
       " 14                     唐女士                            \n",
       " 15                     郭女士                     猎头顾问   \n",
       " 16                     臧女士                     人事主管   \n",
       " 17                     胡女士                     猎头顾问   \n",
       " 18                     纪女士                     猎头顾问   \n",
       " 19                     许女士                       HR   \n",
       " 20                     李女士                     猎头顾问   \n",
       " 21                     胡女士                     猎头顾问   \n",
       " 22                     杨女士                     猎头顾问   \n",
       " 23                     杨先生               一品红药业集团管理员   \n",
       " 24                     潘女士                     招聘专员   \n",
       " 25                     胡女士                     猎头顾问   \n",
       " 26                     林先生                     猎头顾问   \n",
       " 27                     潘先生                     猎头顾问   \n",
       " 28                     李女士                    顾问(C)   \n",
       " 29                     孔女士                  总行人力资源部   \n",
       " 30                     林女士                     猎头顾问   \n",
       " 31                     孟女士                     猎头顾问   \n",
       " 32                     赵先生                     猎头顾问   \n",
       " 33                     田先生           人力资源招聘HRBP绩效经理   \n",
       " 34                     杨女士                     猎头顾问   \n",
       " 35                     谭女士                       HR   \n",
       " 36                     黎先生                     猎头顾问   \n",
       " 37                     李女士                     猎头顾问   \n",
       " 38                     赵女士                   人力资源专员   \n",
       " 39                     谭先生                   照明产品总监   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   0950661f126a6a1ce77954e2c72cabb6                    2   \n",
       " 1   fdb297e5cdef0dd5613348042573671f                    2   \n",
       " 2   e92823ee8be379166e8893c9219f7e03                    2   \n",
       " 3   3856590f4c95362ab8186adbf6c31dd6                    2   \n",
       " 4   d4d255439c55db2fe7b184a1ccff1ea4                    2   \n",
       " 5   f1babf1239ec0f75a8576116ff288909                    2   \n",
       " 6   2e2678cb5cd647bb7ea58b95d93937d7                    2   \n",
       " 7   f3e9109e8225cee10e33f8ac54fbf39e                    2   \n",
       " 8   09769b50912e55a1be3900059d28d9fd                    2   \n",
       " 9   ae28de7e05e365ec4905a3841e4dc3ea                    2   \n",
       " 10  1ff91052738743e19809d03804875792                    2   \n",
       " 11  47c7281c664c4cfbdfb6df235db455f2                    2   \n",
       " 12  091704632b0de49d10eee5f74aeb3ab8                    2   \n",
       " 13  57d1feab0f44c5a4337193710fe42056                    2   \n",
       " 14  0b64e00a67b1d9a5e4b537e9b7803e4b                    2   \n",
       " 15  88fc68c3e5aa2b3bf4067025f1d6ce6f                    2   \n",
       " 16  6b598284f809685dd6a9d1214a39013b                    2   \n",
       " 17  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 18  84bda8083fce65928f669bb17ec3d8eb                    2   \n",
       " 19  8951c85dd8b85b3c062c1b1ee9c7454d                    2   \n",
       " 20  47c7281c664c4cfbdfb6df235db455f2                    2   \n",
       " 21  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 22  6562ab6805ed6c31063dfc1b00f6daab                    2   \n",
       " 23  2edd5d384c7f34508d1ff84e0a6c6898                    2   \n",
       " 24  7054bea032224cbe4a7a04e7d95591ea                    2   \n",
       " 25  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 26  684fde117e1cc80562cb88e0a323364d                    2   \n",
       " 27  58a1a30e81a9f4892980490a0cdf2257                    2   \n",
       " 28  3d984b48faf63c3239e48140c0193d97                    2   \n",
       " 29  a59effad6b4824f024eff958a002fd93                    2   \n",
       " 30  96bc5ac5f2ea72f19941166e65ebdb6f                    2   \n",
       " 31  df3f892a076757bf99c4538f2a55bd77                    2   \n",
       " 32  b69495e1f8cfa827dfb6df235db455f2                    2   \n",
       " 33  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 34  8a56296a046a659e01ab80e4a8b96567                    2   \n",
       " 35  2879a93a141a991dd1ab17cab7c5f1ad                    2   \n",
       " 36  a75b25f528b30730337193710fe42056                    2   \n",
       " 37  0168b7090abcfb8e5d887c62117912b0                    2   \n",
       " 38  3b37f6bb027ba58b78f5885b11a76839                    2   \n",
       " 39  74319f538e9a62649a60b5cc1b6a8566                    2   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compId job.pcOuterLink  \\\n",
       " 0    63fc55f5f6f3654cff90476303u.png         NaN             NaN   \n",
       " 1    5f8f9863f6d1ab58476f246a08u.jpg   9510141.0                   \n",
       " 2    5f8f9863f6d1ab58476f246a08u.jpg  12846035.0                   \n",
       " 3    5f8f9866dfb13a7dee342f1808u.jpg  13001749.0                   \n",
       " 4    6239435dbf25ff5ff20a8e5605u.jpg         NaN             NaN   \n",
       " 5    60f7762017b23e15ed84a9a008u.jpg         NaN             NaN   \n",
       " 6    5f8f9865ea60860b75384fa508u.jpg  13183547.0                   \n",
       " 7    6144210d021e5332beb3eaa601u.png         NaN             NaN   \n",
       " 8    6100ba7999bae10d052ceaa608u.png         NaN             NaN   \n",
       " 9    5f8f9865ea60860b75384fa508u.jpg  13297665.0                   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg   8448877.0                   \n",
       " 11   612f3bce95c03625d0aa7d1a04u.jpg         NaN             NaN   \n",
       " 12   5f8f986779c7cc70efbf36c008u.jpg   9886227.0                   \n",
       " 13   6041904cac649a4e4185175f05u.png         NaN             NaN   \n",
       " 14   5f8f986779c7cc70efbf36c008u.jpg  13393455.0                   \n",
       " 15   628c33a6256da95d600ec7a305u.jpg         NaN             NaN   \n",
       " 16  63749d37ea177d16a68dcfd601u.jpeg   9368549.0                   \n",
       " 17   5f8fa3bddfb13a7dee343d7608u.png         NaN             NaN   \n",
       " 18   642e8e49de25b83c3c8d509707u.png         NaN             NaN   \n",
       " 19   54d1e78d712eb4f6b84c788f02c.jpg   8086509.0                   \n",
       " 20   612f3bce95c03625d0aa7d1a04u.jpg         NaN             NaN   \n",
       " 21   5f8fa3bddfb13a7dee343d7608u.png         NaN             NaN   \n",
       " 22  636899c231cd614a2518fd6603u.jpeg         NaN             NaN   \n",
       " 23   5f8f986aea60860b75384fab08u.jpg   8788514.0                   \n",
       " 24   5f8f98648dbe6273dcf8515508u.jpg   9600943.0                   \n",
       " 25   5f8fa3bddfb13a7dee343d7608u.png         NaN             NaN   \n",
       " 26   60594891e67dd642e66167e607u.jpg         NaN             NaN   \n",
       " 27   5f8fa3a679c7cc70efbf444e08u.png         NaN             NaN   \n",
       " 28   5f8f98648dbe6273dcf8515508u.jpg   7854025.0                   \n",
       " 29   5f8f986779c7cc70efbf36c008u.jpg   6017109.0                   \n",
       " 30   61763c997ee42471be22de7101u.png         NaN             NaN   \n",
       " 31   641a757dffdf96787e4eef0105u.png         NaN             NaN   \n",
       " 32   60aef83a1d480101d4219a6e07u.png         NaN             NaN   \n",
       " 33   5f8f986c79c7cc70efbf36c808u.jpg   8080810.0                   \n",
       " 34   623ad357dba87875df4a0eee03u.png         NaN             NaN   \n",
       " 35   5f8f9865ea60860b75384fa508u.jpg   9749905.0                   \n",
       " 36   5fc838b87d6477448762618c01u.png         NaN             NaN   \n",
       " 37   5f8fa3bddfb13a7dee343d7608u.png         NaN             NaN   \n",
       " 38   54d1e761712e7147fd8062c902c.jpg   1327734.0                   \n",
       " 39   5f8f9868f6d1ab58476f24a008u.jpg  13450471.0                   \n",
       " \n",
       "    job.h5OuterLink  \n",
       " 0              NaN  \n",
       " 1                   \n",
       " 2                   \n",
       " 3                   \n",
       " 4              NaN  \n",
       " 5              NaN  \n",
       " 6                   \n",
       " 7              NaN  \n",
       " 8              NaN  \n",
       " 9                   \n",
       " 10                  \n",
       " 11             NaN  \n",
       " 12                  \n",
       " 13             NaN  \n",
       " 14                  \n",
       " 15             NaN  \n",
       " 16                  \n",
       " 17             NaN  \n",
       " 18             NaN  \n",
       " 19                  \n",
       " 20             NaN  \n",
       " 21             NaN  \n",
       " 22             NaN  \n",
       " 23                  \n",
       " 24                  \n",
       " 25             NaN  \n",
       " 26             NaN  \n",
       " 27             NaN  \n",
       " 28                  \n",
       " 29                  \n",
       " 30             NaN  \n",
       " 31             NaN  \n",
       " 32             NaN  \n",
       " 33                  \n",
       " 34             NaN  \n",
       " 35                  \n",
       " 36             NaN  \n",
       " 37             NaN  \n",
       " 38                  \n",
       " 39                  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"imId\":\"0950661f126a6a1ce77954e2c72cabb6\",\"im...   \n",
       " 1   {\"imId\":\"fdb297e5cdef0dd5613348042573671f\",\"im...   \n",
       " 2   {\"imId\":\"e92823ee8be379166e8893c9219f7e03\",\"im...   \n",
       " 3   {\"imId\":\"3856590f4c95362ab8186adbf6c31dd6\",\"im...   \n",
       " 4   {\"imId\":\"d4d255439c55db2fe7b184a1ccff1ea4\",\"im...   \n",
       " 5   {\"imId\":\"f1babf1239ec0f75a8576116ff288909\",\"im...   \n",
       " 6   {\"imId\":\"2e2678cb5cd647bb7ea58b95d93937d7\",\"im...   \n",
       " 7   {\"imId\":\"f3e9109e8225cee10e33f8ac54fbf39e\",\"im...   \n",
       " 8   {\"imId\":\"09769b50912e55a1be3900059d28d9fd\",\"im...   \n",
       " 9   {\"imId\":\"ae28de7e05e365ec4905a3841e4dc3ea\",\"im...   \n",
       " 10  {\"imId\":\"1ff91052738743e19809d03804875792\",\"im...   \n",
       " 11  {\"imId\":\"47c7281c664c4cfbdfb6df235db455f2\",\"im...   \n",
       " 12  {\"imId\":\"091704632b0de49d10eee5f74aeb3ab8\",\"im...   \n",
       " 13  {\"imId\":\"57d1feab0f44c5a4337193710fe42056\",\"im...   \n",
       " 14  {\"imId\":\"0b64e00a67b1d9a5e4b537e9b7803e4b\",\"im...   \n",
       " 15  {\"imId\":\"88fc68c3e5aa2b3bf4067025f1d6ce6f\",\"im...   \n",
       " 16  {\"imId\":\"6b598284f809685dd6a9d1214a39013b\",\"im...   \n",
       " 17  {\"imId\":\"20885e870931c562fdb0a7e165355a7f\",\"im...   \n",
       " 18  {\"imId\":\"84bda8083fce65928f669bb17ec3d8eb\",\"im...   \n",
       " 19  {\"imId\":\"8951c85dd8b85b3c062c1b1ee9c7454d\",\"im...   \n",
       " 20  {\"imId\":\"47c7281c664c4cfbdfb6df235db455f2\",\"im...   \n",
       " 21  {\"imId\":\"20885e870931c562fdb0a7e165355a7f\",\"im...   \n",
       " 22  {\"imId\":\"6562ab6805ed6c31063dfc1b00f6daab\",\"im...   \n",
       " 23  {\"imId\":\"2edd5d384c7f34508d1ff84e0a6c6898\",\"im...   \n",
       " 24  {\"imId\":\"7054bea032224cbe4a7a04e7d95591ea\",\"im...   \n",
       " 25  {\"imId\":\"20885e870931c562fdb0a7e165355a7f\",\"im...   \n",
       " 26  {\"imId\":\"684fde117e1cc80562cb88e0a323364d\",\"im...   \n",
       " 27  {\"imId\":\"58a1a30e81a9f4892980490a0cdf2257\",\"im...   \n",
       " 28  {\"imId\":\"3d984b48faf63c3239e48140c0193d97\",\"im...   \n",
       " 29  {\"imId\":\"a59effad6b4824f024eff958a002fd93\",\"im...   \n",
       " 30  {\"imId\":\"96bc5ac5f2ea72f19941166e65ebdb6f\",\"im...   \n",
       " 31  {\"imId\":\"df3f892a076757bf99c4538f2a55bd77\",\"im...   \n",
       " 32  {\"imId\":\"b69495e1f8cfa827dfb6df235db455f2\",\"im...   \n",
       " 33  {\"imId\":\"3d916811f6aedd61ef38cb0ce6f46cd7\",\"im...   \n",
       " 34  {\"imId\":\"8a56296a046a659e01ab80e4a8b96567\",\"im...   \n",
       " 35  {\"imId\":\"2879a93a141a991dd1ab17cab7c5f1ad\",\"im...   \n",
       " 36  {\"imId\":\"a75b25f528b30730337193710fe42056\",\"im...   \n",
       " 37  {\"imId\":\"0168b7090abcfb8e5d887c62117912b0\",\"im...   \n",
       " 38  {\"imId\":\"3b37f6bb027ba58b78f5885b11a76839\",\"im...   \n",
       " 39  {\"imId\":\"74319f538e9a62649a60b5cc1b6a8566\",\"im...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                                  []   \n",
       " 1                                                  []   \n",
       " 2                                              [数据分析]   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]   \n",
       " 4                                                  []   \n",
       " 5                                                  []   \n",
       " 6                                                  []   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]   \n",
       " 10                                             [架构设计]   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...   \n",
       " 12                                       [c端产品, 数据分析]   \n",
       " 13                                              [制造业]   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]   \n",
       " 19                                 [产品设计, b端产品, 需求分析]   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]   \n",
       " 22                                       [数据产品, 工具产品]   \n",
       " 23                                                 []   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]   \n",
       " 27                               [金融产品, to B, web端产品]   \n",
       " 28                                         [办公软件、工具类]   \n",
       " 29                                                 []   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]   \n",
       " 36                                                 []   \n",
       " 37                                                 []   \n",
       " 38                                            [计算机软件]   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]   \n",
       " \n",
       "                        job.title  job.salary  job.dq job.jobId  \\\n",
       " 0                         医药产品经理      15-20k  广州-天河区  45288093   \n",
       " 1                        产品经理-肿瘤      20-35k  广州-荔湾区  56161375   \n",
       " 2                       潮玩盲盒产品经理      10-15k  广州-海珠区  44235539   \n",
       " 3                           产品经理      10-15k  广州-海珠区  52471955   \n",
       " 4                         电商产品经理      25-35k      广州  44884553   \n",
       " 5                           品质PM  12-20k·13薪      广州  44607657   \n",
       " 6                广花融资担保公司（筹）产品经理      10-20k  广州-花都区  57515707   \n",
       " 7                      B端供应链产品经理  20-35k·14薪  广州-番禺区  44794295   \n",
       " 8                         高级产品经理  20-25k·15薪  广州-越秀区  44810969   \n",
       " 9                           产品经理      20-30k  广州-越秀区  56142583   \n",
       " 10              产品经理（支付）(J11223)      16-35k  广州-海珠区  43863229   \n",
       " 11                      AI应用产品经理  16-22k·15薪  广州-白云区  44949997   \n",
       " 12                          产品经理      20-25k  广州-天河区  42975373   \n",
       " 13                       MES产品经理  25-30k·16薪      广州  44808007   \n",
       " 14                     文创产品经理/主管       8-12k  广州-海珠区  55722223   \n",
       " 15                    数据产品经理（中台）  20-30k·15薪      广州  44099555   \n",
       " 16                        民航产品经理      15-30k  广州-花都区  56306495   \n",
       " 17                    产品经理（商品中心）      15-30k  广州-海珠区  45280189   \n",
       " 18            产品经理（预售，员工分销）-国企正编      26-30k  广州-海珠区  45307815   \n",
       " 19                          产品经理      10-20k  广州-黄埔区  41822517   \n",
       " 20  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）  16-22k·15薪  广州-白云区  45183899   \n",
       " 21                    产品经理（商品中心）      15-30k  广州-海珠区  45280187   \n",
       " 22                     AI应用产品经理   18-19k·15薪      广州  44046273   \n",
       " 23                          产品经理      25-35k      广州   7643641   \n",
       " 24                          产品经理  20-50k·13薪  广州-天河区  51720291   \n",
       " 25                          产品经理      15-30k  广州-海珠区  45280019   \n",
       " 26                          产品经理      30-60k      广州  45131607   \n",
       " 27                        高级产品经理      40-60k      广州  42880637   \n",
       " 28                        高级产品经理  20-30k·13薪  广州-黄埔区  57438265   \n",
       " 29                         产品经理岗      18-35k  广州-天河区  55177509   \n",
       " 30                    产品经理（数据方向）  15-20k·18薪      广州  43795869   \n",
       " 31                          产品经理  50-80k·16薪      广州  44633159   \n",
       " 32                      垂直电商产品经理      15-25k      广州  45007687   \n",
       " 33                  产品经理(J11093)        薪资面议  广州-黄埔区  45098711   \n",
       " 34                      海外软件产品经理  35-65k·16薪  广州-黄埔区  43470183   \n",
       " 35         产品经理-安全方向（广州）(J11694)      15-25k  广州-天河区  55763181   \n",
       " 36                          产品经理      15-30k      广州  43066789   \n",
       " 37                          产品经理      15-30k  广州-天河区  43773655   \n",
       " 38                       物联网产品经理      12-20k  广州-天河区  57777369   \n",
       " 39                        照明产品经理  20-25k·13薪  广州-白云区  57209449   \n",
       " \n",
       "                                        job.dataPromId job.jobKind  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           1   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...           2   \n",
       " \n",
       "    job.refreshTime  ...             recruiter.recruiterId comp.compStage  \\\n",
       " 0   20230413192613  ...  c9500f617e8709c5358439b263a1b094          融资未公开   \n",
       " 1   20230216103639  ...  b1f35a95cd2f090b1c1c01adbf9e90f1            NaN   \n",
       " 2   20230307150921  ...  cf01d8d7485481826ff0cb47906cd0c3            NaN   \n",
       " 3   20230411141336  ...  37d22e9e32bcd9386756075cb8790a78            NaN   \n",
       " 4   20230330145539  ...  a44defc4937cd01db202bbcbb63c7c75            已上市   \n",
       " 5   20230321164901  ...  f47151fb4aacbf16827690e5f559968d          融资未公开   \n",
       " 6   20230418091105  ...  9224e21535a0770f9d45710a02ad2182          融资未公开   \n",
       " 7   20230328105859  ...  f06046ca920834767d2ca7799c8d3e58          不需要融资   \n",
       " 8   20230421110556  ...  8674b61a5d3a243db7d203dbacf6355b          融资未公开   \n",
       " 9   20230421102138  ...  e36552938188a1aad74c93eafadb8eb7            NaN   \n",
       " 10  20211125104506  ...  0edff9f2bed18e31910319d799c6f231             D轮   \n",
       " 11  20230403105432  ...  52229be8ed4151f64b65e1f549214846          融资未公开   \n",
       " 12  20230414091141  ...  3c0fd732e6e278f10a3daa157d820ce0            NaN   \n",
       " 13  20230420093558  ...  152ea0d1cc79245b5e0c2419e0c7889a            NaN   \n",
       " 14  20230321120241  ...  8a3dae76bb73929dae2c75f2e9902c36            NaN   \n",
       " 15  20230306110903  ...  a9aff57fed3ec7e95e9eb1137e0cb75f             A轮   \n",
       " 16  20230404155444  ...  733059c92588c041f79ea0c10a8cbb1d             C轮   \n",
       " 17  20230413162324  ...  7f0312f8db0c514ef1a8bbcb3a983750            NaN   \n",
       " 18  20230419103328  ...  10f97c2455afd910fa874f00626b9602            NaN   \n",
       " 19  20211214164804  ...  2f42fd874540276863bd63b74d34940c         沪深A股上市   \n",
       " 20  20230411135550  ...  52229be8ed4151f64b65e1f549214846          融资未公开   \n",
       " 21  20230413162324  ...  7f0312f8db0c514ef1a8bbcb3a983750            NaN   \n",
       " 22  20230303103708  ...  0f67104d9d26e05a63878b22301425ad          融资未公开   \n",
       " 23  20230323112810  ...  446fa8eec304cee5246608e7b5510cdd         沪深A股上市   \n",
       " 24  20221206094018  ...  48f51445c66038af6c775cb4d7255adf       其他股票市场上市   \n",
       " 25  20230413162101  ...  7f0312f8db0c514ef1a8bbcb3a983750            NaN   \n",
       " 26  20230421094144  ...  fe574404935c0d1e8b980cb130e246e9            已上市   \n",
       " 27  20230128203854  ...  427acd357091d000fbd248da0a9beae7           战略融资   \n",
       " 28  20230330175512  ...  5c5868e999f36bcead5ac560c4a69325         沪深A股上市   \n",
       " 29  20221222123631  ...  3b122e2eb0f3601c98d7c9d26a3a9d56            NaN   \n",
       " 30  20230223174312  ...  5e8058dd221f3ba7f3197cbe382c253e          融资未公开   \n",
       " 31  20230322114446  ...  854021dc244dfb22cecfce0dea5b4198            NaN   \n",
       " 32  20230404142211  ...  790d3da71b57592a14c5890f16935246          融资未公开   \n",
       " 33  20221108092741  ...  5553774e1dfc4bd94e578f26109225be         沪深A股上市   \n",
       " 34  20230411154613  ...  6581aa01b636d0e08fdbddb1e0920cee            已上市   \n",
       " 35  20230421140848  ...  425c4ebdbee0453e66ce3b2014455cb9            NaN   \n",
       " 36  20230404181136  ...  8b3d08baae34b6ce32673941a4fb8bc6          融资未公开   \n",
       " 37  20230412133907  ...  7ce77a824e1b312a4f998cd52ca0257a          融资未公开   \n",
       " 38  20230413135515  ...  e8745aba1f44ddd621b2f8f304de3409            NaN   \n",
       " 39  20230322183423  ...  482d5a8bdcbf0b5931990edb605ae190            NaN   \n",
       " \n",
       "                       comp.compLogo     comp.compName comp.compIndustry  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png         某北京医药流通公司              医药流通   \n",
       " 1   5bfea0c574719d2aa34c074f03a.png     李氏大药厂(香港)有限公司                制药   \n",
       " 2   61b07937d0458d53c627567e02u.jpg    北京妙趣盒生文化传播有限公司               NaN   \n",
       " 3   61a5bb22f96ca95918aa2e9206u.png      广东森宝文化实业有限公司               工艺品   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png         某国内制药上市公司          食品/饮料/酒水   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png          某贸易进出口公司            贸易/进出口   \n",
       " 6   61b07937d0458d53c627567e02u.jpg    广州智都投资控股集团有限公司           其他商务服务业   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司               互联网   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png          运营商全资子公司        内容(音视频/阅读)   \n",
       " 9   634f899ab0584d35822417cb06u.png   文峰荟(广州)企业管理有限公司              电子商务   \n",
       " 10  60096cb986ddfd21f7c973d408u.png              致景科技              电子商务   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司          食品/饮料/酒水   \n",
       " 12  60af42bdd7e0220766018e7304u.png              丹霄技术              电子商务   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司               互联网   \n",
       " 14  63da3c9d211aff1618cde20207u.png            恒鼎文化传媒             文化艺术业   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png     某广州大型专业技术服务公司            专业技术服务   \n",
       " 16  62860cf27933ee37f03c289902u.png              高重科技              人工智能   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司              IT服务   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司              IT服务   \n",
       " 19  5bfe91b674719d35745ae24c03a.png              凯普生物                制药   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司          食品/饮料/酒水   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司              IT服务   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          知名港资快消集团          食品/饮料/日化   \n",
       " 23  60f0012c66b5e17b60aa022905u.png               一品红                制药   \n",
       " 24  5bfe91e274719d35745aeb5b03a.png              恒赢智航              IT服务   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司              IT服务   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png      某广州计算机软件上市公司             计算机软件   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png     某大型基金/证券/期货公司          基金/证券/期货   \n",
       " 28  5bfe95c674719df0ac98e51303a.png              视源股份             计算机软件   \n",
       " 29  5bfe900574719d35745a8df003a.png        广州银行股份有限公司                银行   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png        某大型知名互联网公司               互联网   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png  某深圳电子/半导体/集成电路公司       电子/半导体/集成电路   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png         某宁波电子商务公司              电子商务   \n",
       " 33  5ec39993f2540204574caa5008u.jpg              汤臣倍健          食品/饮料/酒水   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png         某广州知名上市公司             计算机软件   \n",
       " 35  62d900a5068a783307d8850402u.png      建信金融科技有限责任公司             计算机软件   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png             某安防公司              智能安防   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png           某国内制药公司                制药   \n",
       " 38  5bfe9c5774719df0ac9a31bc03a.png              越亮传奇               互联网   \n",
       " 39  6407f5d3a62c5e5a8dcc4aeb06u.png             泰容亿科技              电子商务   \n",
       " \n",
       "     comp.compScale                                 comp.link job.h5OuterLink  \\\n",
       " 0           50-99人                                                       NaN   \n",
       " 1         500-999人   https://www.liepin.com/company/9510141/                   \n",
       " 2           50-99人  https://www.liepin.com/company/12846035/                   \n",
       " 3       1000-2000人  https://www.liepin.com/company/13001749/                   \n",
       " 4       2000-5000人                                                       NaN   \n",
       " 5            1-49人                                                       NaN   \n",
       " 6           50-99人  https://www.liepin.com/company/13183547/                   \n",
       " 7         100-499人                                                       NaN   \n",
       " 8         100-499人                                                       NaN   \n",
       " 9         500-999人  https://www.liepin.com/company/13297665/                   \n",
       " 10      2000-5000人   https://www.liepin.com/company/8448877/                   \n",
       " 11      2000-5000人                                                       NaN   \n",
       " 12        100-499人   https://www.liepin.com/company/9886227/                   \n",
       " 13                                                                       NaN   \n",
       " 14           1-49人  https://www.liepin.com/company/13393455/                   \n",
       " 15        500-999人                                                       NaN   \n",
       " 16        100-499人   https://www.liepin.com/company/9368549/                   \n",
       " 17        100-499人                                                       NaN   \n",
       " 18        100-499人                                                       NaN   \n",
       " 19      2000-5000人   https://www.liepin.com/company/8086509/                   \n",
       " 20      2000-5000人                                                       NaN   \n",
       " 21        100-499人                                                       NaN   \n",
       " 22      2000-5000人                                                       NaN   \n",
       " 23        500-999人   https://www.liepin.com/company/8788514/                   \n",
       " 24     5000-10000人   https://www.liepin.com/company/9600943/                   \n",
       " 25        100-499人                                                       NaN   \n",
       " 26     5000-10000人                                                       NaN   \n",
       " 27      2000-5000人                                                       NaN   \n",
       " 28     5000-10000人   https://www.liepin.com/company/7854025/                   \n",
       " 29     5000-10000人   https://www.liepin.com/company/6017109/                   \n",
       " 30      1000-2000人                                                       NaN   \n",
       " 31                                                                       NaN   \n",
       " 32        100-499人                                                       NaN   \n",
       " 33      2000-5000人   https://www.liepin.com/company/8080810/                   \n",
       " 34     5000-10000人                                                       NaN   \n",
       " 35     5000-10000人   https://www.liepin.com/company/9749905/                   \n",
       " 36        100-499人                                                       NaN   \n",
       " 37        100-499人                                                       NaN   \n",
       " 38        500-999人   https://www.liepin.com/company/1327734/                   \n",
       " 39                  https://www.liepin.com/company/13450471/                   \n",
       " \n",
       "    job.pcOuterLink comp.compId  \n",
       " 0              NaN         NaN  \n",
       " 1                    9510141.0  \n",
       " 2                   12846035.0  \n",
       " 3                   13001749.0  \n",
       " 4              NaN         NaN  \n",
       " 5              NaN         NaN  \n",
       " 6                   13183547.0  \n",
       " 7              NaN         NaN  \n",
       " 8              NaN         NaN  \n",
       " 9                   13297665.0  \n",
       " 10                   8448877.0  \n",
       " 11             NaN         NaN  \n",
       " 12                   9886227.0  \n",
       " 13             NaN         NaN  \n",
       " 14                  13393455.0  \n",
       " 15             NaN         NaN  \n",
       " 16                   9368549.0  \n",
       " 17             NaN         NaN  \n",
       " 18             NaN         NaN  \n",
       " 19                   8086509.0  \n",
       " 20             NaN         NaN  \n",
       " 21             NaN         NaN  \n",
       " 22             NaN         NaN  \n",
       " 23                   8788514.0  \n",
       " 24                   9600943.0  \n",
       " 25             NaN         NaN  \n",
       " 26             NaN         NaN  \n",
       " 27             NaN         NaN  \n",
       " 28                   7854025.0  \n",
       " 29                   6017109.0  \n",
       " 30             NaN         NaN  \n",
       " 31             NaN         NaN  \n",
       " 32             NaN         NaN  \n",
       " 33                   8080810.0  \n",
       " 34             NaN         NaN  \n",
       " 35                   9749905.0  \n",
       " 36             NaN         NaN  \n",
       " 37             NaN         NaN  \n",
       " 38                   1327734.0  \n",
       " 39                  13450471.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"王女士\",\"jobId\":\"45288093\",\"imI...   \n",
       " 1   {\"recruiterName\":\"孟女士\",\"jobId\":\"56161375\",\"imI...   \n",
       " 2   {\"recruiterName\":\"朱女士\",\"jobId\":\"44235539\",\"imI...   \n",
       " 3   {\"recruiterName\":\"陈女士\",\"jobId\":\"52471955\",\"imI...   \n",
       " 4   {\"recruiterName\":\"汪女士\",\"jobId\":\"44884553\",\"imI...   \n",
       " 5   {\"recruiterName\":\"黄女士\",\"jobId\":\"44607657\",\"imI...   \n",
       " 6   {\"recruiterName\":\"齐女士\",\"jobId\":\"57515707\",\"imI...   \n",
       " 7   {\"recruiterName\":\"邬女士\",\"jobId\":\"44794295\",\"imI...   \n",
       " 8   {\"recruiterName\":\"陈先生\",\"jobId\":\"44810969\",\"imI...   \n",
       " 9   {\"recruiterName\":\"王女士\",\"jobId\":\"56142583\",\"imI...   \n",
       " 10  {\"recruiterName\":\"庄女士\",\"jobId\":\"43863229\",\"imI...   \n",
       " 11  {\"recruiterName\":\"李女士\",\"jobId\":\"44949997\",\"imI...   \n",
       " 12  {\"recruiterName\":\"陈女士\",\"jobId\":\"42975373\",\"imI...   \n",
       " 13  {\"recruiterName\":\"陈女士\",\"jobId\":\"44808007\",\"imI...   \n",
       " 14  {\"recruiterName\":\"唐女士\",\"jobId\":\"55722223\",\"imI...   \n",
       " 15  {\"recruiterName\":\"郭女士\",\"jobId\":\"44099555\",\"imI...   \n",
       " 16  {\"recruiterName\":\"臧女士\",\"jobId\":\"56306495\",\"imI...   \n",
       " 17  {\"recruiterName\":\"胡女士\",\"jobId\":\"45280189\",\"imI...   \n",
       " 18  {\"recruiterName\":\"纪女士\",\"jobId\":\"45307815\",\"imI...   \n",
       " 19  {\"recruiterName\":\"许女士\",\"jobId\":\"41822517\",\"imI...   \n",
       " 20  {\"recruiterName\":\"李女士\",\"jobId\":\"45183899\",\"imI...   \n",
       " 21  {\"recruiterName\":\"胡女士\",\"jobId\":\"45280187\",\"imI...   \n",
       " 22  {\"recruiterName\":\"杨女士\",\"jobId\":\"44046273\",\"imI...   \n",
       " 23  {\"recruiterName\":\"杨先生\",\"jobId\":\"7643641\",\"imId...   \n",
       " 24  {\"recruiterName\":\"潘女士\",\"jobId\":\"51720291\",\"imI...   \n",
       " 25  {\"recruiterName\":\"胡女士\",\"jobId\":\"45280019\",\"imI...   \n",
       " 26  {\"recruiterName\":\"林先生\",\"jobId\":\"45131607\",\"imI...   \n",
       " 27  {\"recruiterName\":\"潘先生\",\"jobId\":\"42880637\",\"imI...   \n",
       " 28  {\"recruiterName\":\"李女士\",\"jobId\":\"57438265\",\"imI...   \n",
       " 29  {\"recruiterName\":\"孔女士\",\"jobId\":\"55177509\",\"imI...   \n",
       " 30  {\"recruiterName\":\"林女士\",\"jobId\":\"43795869\",\"imI...   \n",
       " 31  {\"recruiterName\":\"孟女士\",\"jobId\":\"44633159\",\"imI...   \n",
       " 32  {\"recruiterName\":\"赵先生\",\"jobId\":\"45007687\",\"imI...   \n",
       " 33  {\"recruiterName\":\"田先生\",\"jobId\":\"45098711\",\"imI...   \n",
       " 34  {\"recruiterName\":\"杨女士\",\"jobId\":\"43470183\",\"imI...   \n",
       " 35  {\"recruiterName\":\"谭女士\",\"jobId\":\"55763181\",\"imI...   \n",
       " 36  {\"recruiterName\":\"黎先生\",\"jobId\":\"43066789\",\"imI...   \n",
       " 37  {\"recruiterName\":\"李女士\",\"jobId\":\"43773655\",\"imI...   \n",
       " 38  {\"recruiterName\":\"赵女士\",\"jobId\":\"57777369\",\"imI...   \n",
       " 39  {\"recruiterName\":\"谭先生\",\"jobId\":\"57209449\",\"imI...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       " \n",
       "                                            job.labels  job.salary  job.dq  \\\n",
       " 0                                                  []      15-20k  广州-天河区   \n",
       " 1                                                  []      20-35k  广州-荔湾区   \n",
       " 2                                              [数据分析]      10-15k  广州-海珠区   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]      10-15k  广州-海珠区   \n",
       " 4                                                  []      25-35k      广州   \n",
       " 5                                                  []  12-20k·13薪      广州   \n",
       " 6                                                  []      10-20k  广州-花都区   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]  20-35k·14薪  广州-番禺区   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]  20-25k·15薪  广州-越秀区   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]      20-30k  广州-越秀区   \n",
       " 10                                             [架构设计]      16-35k  广州-海珠区   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...  16-22k·15薪  广州-白云区   \n",
       " 12                                       [c端产品, 数据分析]      20-25k  广州-天河区   \n",
       " 13                                              [制造业]  25-30k·16薪      广州   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]       8-12k  广州-海珠区   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  20-30k·15薪      广州   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...      15-30k  广州-花都区   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]      15-30k  广州-海珠区   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]      26-30k  广州-海珠区   \n",
       " 19                                 [产品设计, b端产品, 需求分析]      10-20k  广州-黄埔区   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...  16-22k·15薪  广州-白云区   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]      15-30k  广州-海珠区   \n",
       " 22                                       [数据产品, 工具产品]  18-19k·15薪      广州   \n",
       " 23                                                 []      25-35k      广州   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...  20-50k·13薪  广州-天河区   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]      15-30k  广州-海珠区   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]      30-60k      广州   \n",
       " 27                               [金融产品, to B, web端产品]      40-60k      广州   \n",
       " 28                                         [办公软件、工具类]  20-30k·13薪  广州-黄埔区   \n",
       " 29                                                 []      18-35k  广州-天河区   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]  15-20k·18薪      广州   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...  50-80k·16薪      广州   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]      15-25k      广州   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]        薪资面议  广州-黄埔区   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]  35-65k·16薪  广州-黄埔区   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]      15-25k  广州-天河区   \n",
       " 36                                                 []      15-30k      广州   \n",
       " 37                                                 []      15-30k  广州-天河区   \n",
       " 38                                            [计算机软件]      12-20k  广州-天河区   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]  20-25k·13薪  广州-白云区   \n",
       " \n",
       "    job.jobId                     job.title  job.topJob job.refreshTime  \\\n",
       " 0   45288093                        医药产品经理       False  20230413192613   \n",
       " 1   56161375                       产品经理-肿瘤       False  20230216103639   \n",
       " 2   44235539                      潮玩盲盒产品经理       False  20230307150921   \n",
       " 3   52471955                          产品经理       False  20230411141336   \n",
       " 4   44884553                        电商产品经理       False  20230330145539   \n",
       " 5   44607657                          品质PM       False  20230321164901   \n",
       " 6   57515707               广花融资担保公司（筹）产品经理       False  20230418091105   \n",
       " 7   44794295                     B端供应链产品经理       False  20230328105859   \n",
       " 8   44810969                        高级产品经理       False  20230421110556   \n",
       " 9   56142583                          产品经理       False  20230421102138   \n",
       " 10  43863229              产品经理（支付）(J11223)       False  20211125104506   \n",
       " 11  44949997                      AI应用产品经理       False  20230403105432   \n",
       " 12  42975373                          产品经理       False  20230414091141   \n",
       " 13  44808007                       MES产品经理       False  20230420093558   \n",
       " 14  55722223                     文创产品经理/主管       False  20230321120241   \n",
       " 15  44099555                    数据产品经理（中台）       False  20230306110903   \n",
       " 16  56306495                        民航产品经理       False  20230404155444   \n",
       " 17  45280189                    产品经理（商品中心）       False  20230413162324   \n",
       " 18  45307815            产品经理（预售，员工分销）-国企正编       False  20230419103328   \n",
       " 19  41822517                          产品经理       False  20211214164804   \n",
       " 20  45183899  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）       False  20230411135550   \n",
       " 21  45280187                    产品经理（商品中心）       False  20230413162324   \n",
       " 22  44046273                     AI应用产品经理        False  20230303103708   \n",
       " 23   7643641                          产品经理       False  20230323112810   \n",
       " 24  51720291                          产品经理       False  20221206094018   \n",
       " 25  45280019                          产品经理       False  20230413162101   \n",
       " 26  45131607                          产品经理       False  20230421094144   \n",
       " 27  42880637                        高级产品经理       False  20230128203854   \n",
       " 28  57438265                        高级产品经理       False  20230330175512   \n",
       " 29  55177509                         产品经理岗       False  20221222123631   \n",
       " 30  43795869                    产品经理（数据方向）       False  20230223174312   \n",
       " 31  44633159                          产品经理       False  20230322114446   \n",
       " 32  45007687                      垂直电商产品经理       False  20230404142211   \n",
       " 33  45098711                  产品经理(J11093)       False  20221108092741   \n",
       " 34  43470183                      海外软件产品经理       False  20230411154613   \n",
       " 35  55763181         产品经理-安全方向（广州）(J11694)       False  20230421140848   \n",
       " 36  43066789                          产品经理       False  20230404181136   \n",
       " 37  43773655                          产品经理       False  20230412133907   \n",
       " 38  57777369                       物联网产品经理       False  20230413135515   \n",
       " 39  57209449                        照明产品经理       False  20230322183423   \n",
       " \n",
       "                                        job.dataPromId  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  ...   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compStage  \\\n",
       " 0    63fc55f5f6f3654cff90476303u.png          融资未公开   \n",
       " 1    5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 2    5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 3    5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " 4    6239435dbf25ff5ff20a8e5605u.jpg            已上市   \n",
       " 5    60f7762017b23e15ed84a9a008u.jpg          融资未公开   \n",
       " 6    5f8f9865ea60860b75384fa508u.jpg          融资未公开   \n",
       " 7    6144210d021e5332beb3eaa601u.png          不需要融资   \n",
       " 8    6100ba7999bae10d052ceaa608u.png          融资未公开   \n",
       " 9    5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg             D轮   \n",
       " 11   612f3bce95c03625d0aa7d1a04u.jpg          融资未公开   \n",
       " 12   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 13   6041904cac649a4e4185175f05u.png            NaN   \n",
       " 14   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 15   628c33a6256da95d600ec7a305u.jpg             A轮   \n",
       " 16  63749d37ea177d16a68dcfd601u.jpeg             C轮   \n",
       " 17   5f8fa3bddfb13a7dee343d7608u.png            NaN   \n",
       " 18   642e8e49de25b83c3c8d509707u.png            NaN   \n",
       " 19   54d1e78d712eb4f6b84c788f02c.jpg         沪深A股上市   \n",
       " 20   612f3bce95c03625d0aa7d1a04u.jpg          融资未公开   \n",
       " 21   5f8fa3bddfb13a7dee343d7608u.png            NaN   \n",
       " 22  636899c231cd614a2518fd6603u.jpeg          融资未公开   \n",
       " 23   5f8f986aea60860b75384fab08u.jpg         沪深A股上市   \n",
       " 24   5f8f98648dbe6273dcf8515508u.jpg       其他股票市场上市   \n",
       " 25   5f8fa3bddfb13a7dee343d7608u.png            NaN   \n",
       " 26   60594891e67dd642e66167e607u.jpg            已上市   \n",
       " 27   5f8fa3a679c7cc70efbf444e08u.png           战略融资   \n",
       " 28   5f8f98648dbe6273dcf8515508u.jpg         沪深A股上市   \n",
       " 29   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 30   61763c997ee42471be22de7101u.png          融资未公开   \n",
       " 31   641a757dffdf96787e4eef0105u.png            NaN   \n",
       " 32   60aef83a1d480101d4219a6e07u.png          融资未公开   \n",
       " 33   5f8f986c79c7cc70efbf36c808u.jpg         沪深A股上市   \n",
       " 34   623ad357dba87875df4a0eee03u.png            已上市   \n",
       " 35   5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 36   5fc838b87d6477448762618c01u.png          融资未公开   \n",
       " 37   5f8fa3bddfb13a7dee343d7608u.png          融资未公开   \n",
       " 38   54d1e761712e7147fd8062c902c.jpg            NaN   \n",
       " 39   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " \n",
       "                       comp.compLogo comp.compIndustry     comp.compName  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png              医药流通         某北京医药流通公司   \n",
       " 1   5bfea0c574719d2aa34c074f03a.png                制药     李氏大药厂(香港)有限公司   \n",
       " 2   61b07937d0458d53c627567e02u.jpg               NaN    北京妙趣盒生文化传播有限公司   \n",
       " 3   61a5bb22f96ca95918aa2e9206u.png               工艺品      广东森宝文化实业有限公司   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水         某国内制药上市公司   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png            贸易/进出口          某贸易进出口公司   \n",
       " 6   61b07937d0458d53c627567e02u.jpg           其他商务服务业    广州智都投资控股集团有限公司   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png               互联网          某广州互联网公司   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png        内容(音视频/阅读)          运营商全资子公司   \n",
       " 9   634f899ab0584d35822417cb06u.png              电子商务   文峰荟(广州)企业管理有限公司   \n",
       " 10  60096cb986ddfd21f7c973d408u.png              电子商务              致景科技   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水   某国内大型食品/饮料/酒水公司   \n",
       " 12  60af42bdd7e0220766018e7304u.png              电子商务              丹霄技术   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png               互联网          某广州互联网公司   \n",
       " 14  63da3c9d211aff1618cde20207u.png             文化艺术业            恒鼎文化传媒   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png            专业技术服务     某广州大型专业技术服务公司   \n",
       " 16  62860cf27933ee37f03c289902u.png              人工智能              高重科技   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png              IT服务         某广州IT服务公司   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png              IT服务         某广州IT服务公司   \n",
       " 19  5bfe91b674719d35745ae24c03a.png                制药              凯普生物   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/酒水   某国内大型食品/饮料/酒水公司   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png              IT服务         某广州IT服务公司   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          食品/饮料/日化          知名港资快消集团   \n",
       " 23  60f0012c66b5e17b60aa022905u.png                制药               一品红   \n",
       " 24  5bfe91e274719d35745aeb5b03a.png              IT服务              恒赢智航   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png              IT服务         某广州IT服务公司   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png             计算机软件      某广州计算机软件上市公司   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png          基金/证券/期货     某大型基金/证券/期货公司   \n",
       " 28  5bfe95c674719df0ac98e51303a.png             计算机软件              视源股份   \n",
       " 29  5bfe900574719d35745a8df003a.png                银行        广州银行股份有限公司   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png               互联网        某大型知名互联网公司   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png       电子/半导体/集成电路  某深圳电子/半导体/集成电路公司   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png              电子商务         某宁波电子商务公司   \n",
       " 33  5ec39993f2540204574caa5008u.jpg          食品/饮料/酒水              汤臣倍健   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png             计算机软件         某广州知名上市公司   \n",
       " 35  62d900a5068a783307d8850402u.png             计算机软件      建信金融科技有限责任公司   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png              智能安防             某安防公司   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png                制药           某国内制药公司   \n",
       " 38  5bfe9c5774719df0ac9a31bc03a.png               互联网              越亮传奇   \n",
       " 39  6407f5d3a62c5e5a8dcc4aeb06u.png              电子商务             泰容亿科技   \n",
       " \n",
       "                                    comp.link comp.compScale  job.pcOuterLink  \\\n",
       " 0                                                    50-99人              NaN   \n",
       " 1    https://www.liepin.com/company/9510141/       500-999人                    \n",
       " 2   https://www.liepin.com/company/12846035/         50-99人                    \n",
       " 3   https://www.liepin.com/company/13001749/     1000-2000人                    \n",
       " 4                                                2000-5000人              NaN   \n",
       " 5                                                     1-49人              NaN   \n",
       " 6   https://www.liepin.com/company/13183547/         50-99人                    \n",
       " 7                                                  100-499人              NaN   \n",
       " 8                                                  100-499人              NaN   \n",
       " 9   https://www.liepin.com/company/13297665/       500-999人                    \n",
       " 10   https://www.liepin.com/company/8448877/     2000-5000人                    \n",
       " 11                                               2000-5000人              NaN   \n",
       " 12   https://www.liepin.com/company/9886227/       100-499人                    \n",
       " 13                                                                       NaN   \n",
       " 14  https://www.liepin.com/company/13393455/          1-49人                    \n",
       " 15                                                 500-999人              NaN   \n",
       " 16   https://www.liepin.com/company/9368549/       100-499人                    \n",
       " 17                                                 100-499人              NaN   \n",
       " 18                                                 100-499人              NaN   \n",
       " 19   https://www.liepin.com/company/8086509/     2000-5000人                    \n",
       " 20                                               2000-5000人              NaN   \n",
       " 21                                                 100-499人              NaN   \n",
       " 22                                               2000-5000人              NaN   \n",
       " 23   https://www.liepin.com/company/8788514/       500-999人                    \n",
       " 24   https://www.liepin.com/company/9600943/    5000-10000人                    \n",
       " 25                                                 100-499人              NaN   \n",
       " 26                                              5000-10000人              NaN   \n",
       " 27                                               2000-5000人              NaN   \n",
       " 28   https://www.liepin.com/company/7854025/    5000-10000人                    \n",
       " 29   https://www.liepin.com/company/6017109/    5000-10000人                    \n",
       " 30                                               1000-2000人              NaN   \n",
       " 31                                                                       NaN   \n",
       " 32                                                 100-499人              NaN   \n",
       " 33   https://www.liepin.com/company/8080810/     2000-5000人                    \n",
       " 34                                              5000-10000人              NaN   \n",
       " 35   https://www.liepin.com/company/9749905/    5000-10000人                    \n",
       " 36                                                 100-499人              NaN   \n",
       " 37                                                 100-499人              NaN   \n",
       " 38   https://www.liepin.com/company/1327734/       500-999人                    \n",
       " 39  https://www.liepin.com/company/13450471/                                   \n",
       " \n",
       "    job.h5OuterLink comp.compId  \n",
       " 0              NaN         NaN  \n",
       " 1                    9510141.0  \n",
       " 2                   12846035.0  \n",
       " 3                   13001749.0  \n",
       " 4              NaN         NaN  \n",
       " 5              NaN         NaN  \n",
       " 6                   13183547.0  \n",
       " 7              NaN         NaN  \n",
       " 8              NaN         NaN  \n",
       " 9                   13297665.0  \n",
       " 10                   8448877.0  \n",
       " 11             NaN         NaN  \n",
       " 12                   9886227.0  \n",
       " 13             NaN         NaN  \n",
       " 14                  13393455.0  \n",
       " 15             NaN         NaN  \n",
       " 16                   9368549.0  \n",
       " 17             NaN         NaN  \n",
       " 18             NaN         NaN  \n",
       " 19                   8086509.0  \n",
       " 20             NaN         NaN  \n",
       " 21             NaN         NaN  \n",
       " 22             NaN         NaN  \n",
       " 23                   8788514.0  \n",
       " 24                   9600943.0  \n",
       " 25             NaN         NaN  \n",
       " 26             NaN         NaN  \n",
       " 27             NaN         NaN  \n",
       " 28                   7854025.0  \n",
       " 29                   6017109.0  \n",
       " 30             NaN         NaN  \n",
       " 31             NaN         NaN  \n",
       " 32             NaN         NaN  \n",
       " 33                   8080810.0  \n",
       " 34             NaN         NaN  \n",
       " 35                   9749905.0  \n",
       " 36             NaN         NaN  \n",
       " 37             NaN         NaN  \n",
       " 38                   1327734.0  \n",
       " 39                  13450471.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"imId\":\"0950661f126a6a1ce77954e2c72cabb6\",\"im...   \n",
       " 1   {\"imId\":\"fdb297e5cdef0dd5613348042573671f\",\"im...   \n",
       " 2   {\"imId\":\"e92823ee8be379166e8893c9219f7e03\",\"im...   \n",
       " 3   {\"imId\":\"3856590f4c95362ab8186adbf6c31dd6\",\"im...   \n",
       " 4   {\"imId\":\"d4d255439c55db2fe7b184a1ccff1ea4\",\"im...   \n",
       " 5   {\"imId\":\"f1babf1239ec0f75a8576116ff288909\",\"im...   \n",
       " 6   {\"imId\":\"2e2678cb5cd647bb7ea58b95d93937d7\",\"im...   \n",
       " 7   {\"imId\":\"f3e9109e8225cee10e33f8ac54fbf39e\",\"im...   \n",
       " 8   {\"imId\":\"09769b50912e55a1be3900059d28d9fd\",\"im...   \n",
       " 9   {\"imId\":\"ae28de7e05e365ec4905a3841e4dc3ea\",\"im...   \n",
       " 10  {\"imId\":\"1ff91052738743e19809d03804875792\",\"im...   \n",
       " 11  {\"imId\":\"47c7281c664c4cfbdfb6df235db455f2\",\"im...   \n",
       " 12  {\"imId\":\"091704632b0de49d10eee5f74aeb3ab8\",\"im...   \n",
       " 13  {\"imId\":\"57d1feab0f44c5a4337193710fe42056\",\"im...   \n",
       " 14  {\"imId\":\"0b64e00a67b1d9a5e4b537e9b7803e4b\",\"im...   \n",
       " 15  {\"imId\":\"88fc68c3e5aa2b3bf4067025f1d6ce6f\",\"im...   \n",
       " 16  {\"imId\":\"6b598284f809685dd6a9d1214a39013b\",\"im...   \n",
       " 17  {\"imId\":\"20885e870931c562fdb0a7e165355a7f\",\"im...   \n",
       " 18  {\"imId\":\"84bda8083fce65928f669bb17ec3d8eb\",\"im...   \n",
       " 19  {\"imId\":\"8951c85dd8b85b3c062c1b1ee9c7454d\",\"im...   \n",
       " 20  {\"imId\":\"47c7281c664c4cfbdfb6df235db455f2\",\"im...   \n",
       " 21  {\"imId\":\"20885e870931c562fdb0a7e165355a7f\",\"im...   \n",
       " 22  {\"imId\":\"6562ab6805ed6c31063dfc1b00f6daab\",\"im...   \n",
       " 23  {\"imId\":\"2edd5d384c7f34508d1ff84e0a6c6898\",\"im...   \n",
       " 24  {\"imId\":\"7054bea032224cbe4a7a04e7d95591ea\",\"im...   \n",
       " 25  {\"imId\":\"20885e870931c562fdb0a7e165355a7f\",\"im...   \n",
       " 26  {\"imId\":\"684fde117e1cc80562cb88e0a323364d\",\"im...   \n",
       " 27  {\"imId\":\"58a1a30e81a9f4892980490a0cdf2257\",\"im...   \n",
       " 28  {\"imId\":\"3d984b48faf63c3239e48140c0193d97\",\"im...   \n",
       " 29  {\"imId\":\"a59effad6b4824f024eff958a002fd93\",\"im...   \n",
       " 30  {\"imId\":\"96bc5ac5f2ea72f19941166e65ebdb6f\",\"im...   \n",
       " 31  {\"imId\":\"df3f892a076757bf99c4538f2a55bd77\",\"im...   \n",
       " 32  {\"imId\":\"b69495e1f8cfa827dfb6df235db455f2\",\"im...   \n",
       " 33  {\"imId\":\"3d916811f6aedd61ef38cb0ce6f46cd7\",\"im...   \n",
       " 34  {\"imId\":\"8a56296a046a659e01ab80e4a8b96567\",\"im...   \n",
       " 35  {\"imId\":\"2879a93a141a991dd1ab17cab7c5f1ad\",\"im...   \n",
       " 36  {\"imId\":\"a75b25f528b30730337193710fe42056\",\"im...   \n",
       " 37  {\"imId\":\"0168b7090abcfb8e5d887c62117912b0\",\"im...   \n",
       " 38  {\"imId\":\"3b37f6bb027ba58b78f5885b11a76839\",\"im...   \n",
       " 39  {\"imId\":\"74319f538e9a62649a60b5cc1b6a8566\",\"im...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 1   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 2   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 3   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 4   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 5   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 6   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 7   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 8   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 9   %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 10  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 11  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 12  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 13  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 14  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 15  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 16  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 17  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 18  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 19  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 20  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 21  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 22  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 23  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 24  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 25  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 26  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 27  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 28  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 29  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 30  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 31  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 32  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 33  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 34  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 35  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 36  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 37  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 38  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " 39  %7B%22pageSize%22%3A%2240%22%2C%22curPage%22%3...   \n",
       " \n",
       "                                            job.labels job.refreshTime  \\\n",
       " 0                                                  []  20230413192613   \n",
       " 1                                                  []  20230216103639   \n",
       " 2                                              [数据分析]  20230307150921   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]  20230411141336   \n",
       " 4                                                  []  20230330145539   \n",
       " 5                                                  []  20230321164901   \n",
       " 6                                                  []  20230418091105   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]  20230328105859   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]  20230421110556   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]  20230421102138   \n",
       " 10                                             [架构设计]  20211125104506   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...  20230403105432   \n",
       " 12                                       [c端产品, 数据分析]  20230414091141   \n",
       " 13                                              [制造业]  20230420093558   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]  20230321120241   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  20230306110903   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...  20230404155444   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]  20230413162324   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]  20230419103328   \n",
       " 19                                 [产品设计, b端产品, 需求分析]  20211214164804   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...  20230411135550   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]  20230413162324   \n",
       " 22                                       [数据产品, 工具产品]  20230303103708   \n",
       " 23                                                 []  20230323112810   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...  20221206094018   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]  20230413162101   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]  20230421094144   \n",
       " 27                               [金融产品, to B, web端产品]  20230128203854   \n",
       " 28                                         [办公软件、工具类]  20230330175512   \n",
       " 29                                                 []  20221222123631   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]  20230223174312   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...  20230322114446   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]  20230404142211   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]  20221108092741   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]  20230411154613   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]  20230421140848   \n",
       " 36                                                 []  20230404181136   \n",
       " 37                                                 []  20230412133907   \n",
       " 38                                            [计算机软件]  20230413135515   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]  20230322183423   \n",
       " \n",
       "     job.topJob job.jobKind job.jobId                     job.title  \\\n",
       " 0        False           1  45288093                        医药产品经理   \n",
       " 1        False           2  56161375                       产品经理-肿瘤   \n",
       " 2        False           2  44235539                      潮玩盲盒产品经理   \n",
       " 3        False           2  52471955                          产品经理   \n",
       " 4        False           1  44884553                        电商产品经理   \n",
       " 5        False           1  44607657                          品质PM   \n",
       " 6        False           2  57515707               广花融资担保公司（筹）产品经理   \n",
       " 7        False           1  44794295                     B端供应链产品经理   \n",
       " 8        False           1  44810969                        高级产品经理   \n",
       " 9        False           2  56142583                          产品经理   \n",
       " 10       False           2  43863229              产品经理（支付）(J11223)   \n",
       " 11       False           1  44949997                      AI应用产品经理   \n",
       " 12       False           2  42975373                          产品经理   \n",
       " 13       False           1  44808007                       MES产品经理   \n",
       " 14       False           2  55722223                     文创产品经理/主管   \n",
       " 15       False           1  44099555                    数据产品经理（中台）   \n",
       " 16       False           2  56306495                        民航产品经理   \n",
       " 17       False           1  45280189                    产品经理（商品中心）   \n",
       " 18       False           1  45307815            产品经理（预售，员工分销）-国企正编   \n",
       " 19       False           2  41822517                          产品经理   \n",
       " 20       False           1  45183899  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）   \n",
       " 21       False           1  45280187                    产品经理（商品中心）   \n",
       " 22       False           1  44046273                     AI应用产品经理    \n",
       " 23       False           2   7643641                          产品经理   \n",
       " 24       False           2  51720291                          产品经理   \n",
       " 25       False           1  45280019                          产品经理   \n",
       " 26       False           1  45131607                          产品经理   \n",
       " 27       False           1  42880637                        高级产品经理   \n",
       " 28       False           2  57438265                        高级产品经理   \n",
       " 29       False           2  55177509                         产品经理岗   \n",
       " 30       False           1  43795869                    产品经理（数据方向）   \n",
       " 31       False           1  44633159                          产品经理   \n",
       " 32       False           1  45007687                      垂直电商产品经理   \n",
       " 33       False           2  45098711                  产品经理(J11093)   \n",
       " 34       False           1  43470183                      海外软件产品经理   \n",
       " 35       False           2  55763181         产品经理-安全方向（广州）(J11694)   \n",
       " 36       False           1  43066789                          产品经理   \n",
       " 37       False           1  43773655                          产品经理   \n",
       " 38       False           2  57777369                       物联网产品经理   \n",
       " 39       False           2  57209449                        照明产品经理   \n",
       " \n",
       "    job.requireWorkYears  job.salary  ...          recruiter.recruiterPhoto  \\\n",
       " 0                  3-5年      15-20k  ...   63fc55f5f6f3654cff90476303u.png   \n",
       " 1                  3-5年      20-35k  ...   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 2                  一年以下      10-15k  ...   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 3                  1-3年      10-15k  ...   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 4                  3-5年      25-35k  ...   6239435dbf25ff5ff20a8e5605u.jpg   \n",
       " 5                  3-5年  12-20k·13薪  ...   60f7762017b23e15ed84a9a008u.jpg   \n",
       " 6                  1-3年      10-20k  ...   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 7                  3-5年  20-35k·14薪  ...   6144210d021e5332beb3eaa601u.png   \n",
       " 8                 5-10年  20-25k·15薪  ...   6100ba7999bae10d052ceaa608u.png   \n",
       " 9                  1-3年      20-30k  ...   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 10                5-10年      16-35k  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11                5-10年  16-22k·15薪  ...   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 12                 3-5年      20-25k  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 13                5-10年  25-30k·16薪  ...   6041904cac649a4e4185175f05u.png   \n",
       " 14                 3-5年       8-12k  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 15                 3-5年  20-30k·15薪  ...   628c33a6256da95d600ec7a305u.jpg   \n",
       " 16                 3-5年      15-30k  ...  63749d37ea177d16a68dcfd601u.jpeg   \n",
       " 17                5-10年      15-30k  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 18                5-10年      26-30k  ...   642e8e49de25b83c3c8d509707u.png   \n",
       " 19                 3-5年      10-20k  ...   54d1e78d712eb4f6b84c788f02c.jpg   \n",
       " 20                5-10年  16-22k·15薪  ...   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 21                5-10年      15-30k  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 22                 1-3年  18-19k·15薪  ...  636899c231cd614a2518fd6603u.jpeg   \n",
       " 23                5-10年      25-35k  ...   5f8f986aea60860b75384fab08u.jpg   \n",
       " 24                 经验不限  20-50k·13薪  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25                5-10年      15-30k  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 26                 经验不限      30-60k  ...   60594891e67dd642e66167e607u.jpg   \n",
       " 27                5-10年      40-60k  ...   5f8fa3a679c7cc70efbf444e08u.png   \n",
       " 28                 3-5年  20-30k·13薪  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 29                 3-5年      18-35k  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 30                5-10年  15-20k·18薪  ...   61763c997ee42471be22de7101u.png   \n",
       " 31                10年以上  50-80k·16薪  ...   641a757dffdf96787e4eef0105u.png   \n",
       " 32                 3-5年      15-25k  ...   60aef83a1d480101d4219a6e07u.png   \n",
       " 33                5-10年        薪资面议  ...   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 34                 3-5年  35-65k·16薪  ...   623ad357dba87875df4a0eee03u.png   \n",
       " 35                 3-5年      15-25k  ...   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 36                 3-5年      15-30k  ...   5fc838b87d6477448762618c01u.png   \n",
       " 37                5-10年      15-30k  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 38                 3-5年      12-20k  ...   54d1e761712e7147fd8062c902c.jpg   \n",
       " 39                 3-5年  20-25k·13薪  ...   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " \n",
       "    comp.compScale     comp.compName comp.compIndustry comp.compStage  \\\n",
       " 0          50-99人         某北京医药流通公司              医药流通          融资未公开   \n",
       " 1        500-999人     李氏大药厂(香港)有限公司                制药            NaN   \n",
       " 2          50-99人    北京妙趣盒生文化传播有限公司               NaN            NaN   \n",
       " 3      1000-2000人      广东森宝文化实业有限公司               工艺品            NaN   \n",
       " 4      2000-5000人         某国内制药上市公司          食品/饮料/酒水            已上市   \n",
       " 5           1-49人          某贸易进出口公司            贸易/进出口          融资未公开   \n",
       " 6          50-99人    广州智都投资控股集团有限公司           其他商务服务业          融资未公开   \n",
       " 7        100-499人          某广州互联网公司               互联网          不需要融资   \n",
       " 8        100-499人          运营商全资子公司        内容(音视频/阅读)          融资未公开   \n",
       " 9        500-999人   文峰荟(广州)企业管理有限公司              电子商务            NaN   \n",
       " 10     2000-5000人              致景科技              电子商务             D轮   \n",
       " 11     2000-5000人   某国内大型食品/饮料/酒水公司          食品/饮料/酒水          融资未公开   \n",
       " 12       100-499人              丹霄技术              电子商务            NaN   \n",
       " 13                         某广州互联网公司               互联网            NaN   \n",
       " 14          1-49人            恒鼎文化传媒             文化艺术业            NaN   \n",
       " 15       500-999人     某广州大型专业技术服务公司            专业技术服务             A轮   \n",
       " 16       100-499人              高重科技              人工智能             C轮   \n",
       " 17       100-499人         某广州IT服务公司              IT服务            NaN   \n",
       " 18       100-499人         某广州IT服务公司              IT服务            NaN   \n",
       " 19     2000-5000人              凯普生物                制药         沪深A股上市   \n",
       " 20     2000-5000人   某国内大型食品/饮料/酒水公司          食品/饮料/酒水          融资未公开   \n",
       " 21       100-499人         某广州IT服务公司              IT服务            NaN   \n",
       " 22     2000-5000人          知名港资快消集团          食品/饮料/日化          融资未公开   \n",
       " 23       500-999人               一品红                制药         沪深A股上市   \n",
       " 24    5000-10000人              恒赢智航              IT服务       其他股票市场上市   \n",
       " 25       100-499人         某广州IT服务公司              IT服务            NaN   \n",
       " 26    5000-10000人      某广州计算机软件上市公司             计算机软件            已上市   \n",
       " 27     2000-5000人     某大型基金/证券/期货公司          基金/证券/期货           战略融资   \n",
       " 28    5000-10000人              视源股份             计算机软件         沪深A股上市   \n",
       " 29    5000-10000人        广州银行股份有限公司                银行            NaN   \n",
       " 30     1000-2000人        某大型知名互联网公司               互联网          融资未公开   \n",
       " 31                 某深圳电子/半导体/集成电路公司       电子/半导体/集成电路            NaN   \n",
       " 32       100-499人         某宁波电子商务公司              电子商务          融资未公开   \n",
       " 33     2000-5000人              汤臣倍健          食品/饮料/酒水         沪深A股上市   \n",
       " 34    5000-10000人         某广州知名上市公司             计算机软件            已上市   \n",
       " 35    5000-10000人      建信金融科技有限责任公司             计算机软件            NaN   \n",
       " 36       100-499人             某安防公司              智能安防          融资未公开   \n",
       " 37       100-499人           某国内制药公司                制药          融资未公开   \n",
       " 38       500-999人              越亮传奇               互联网            NaN   \n",
       " 39                            泰容亿科技              电子商务            NaN   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 1   5bfea0c574719d2aa34c074f03a.png   https://www.liepin.com/company/9510141/   \n",
       " 2   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12846035/   \n",
       " 3   61a5bb22f96ca95918aa2e9206u.png  https://www.liepin.com/company/13001749/   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 6   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13183547/   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 9   634f899ab0584d35822417cb06u.png  https://www.liepin.com/company/13297665/   \n",
       " 10  60096cb986ddfd21f7c973d408u.png   https://www.liepin.com/company/8448877/   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 12  60af42bdd7e0220766018e7304u.png   https://www.liepin.com/company/9886227/   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 14  63da3c9d211aff1618cde20207u.png  https://www.liepin.com/company/13393455/   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 16  62860cf27933ee37f03c289902u.png   https://www.liepin.com/company/9368549/   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 19  5bfe91b674719d35745ae24c03a.png   https://www.liepin.com/company/8086509/   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 23  60f0012c66b5e17b60aa022905u.png   https://www.liepin.com/company/8788514/   \n",
       " 24  5bfe91e274719d35745aeb5b03a.png   https://www.liepin.com/company/9600943/   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 28  5bfe95c674719df0ac98e51303a.png   https://www.liepin.com/company/7854025/   \n",
       " 29  5bfe900574719d35745a8df003a.png   https://www.liepin.com/company/6017109/   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 33  5ec39993f2540204574caa5008u.jpg   https://www.liepin.com/company/8080810/   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 35  62d900a5068a783307d8850402u.png   https://www.liepin.com/company/9749905/   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 38  5bfe9c5774719df0ac9a31bc03a.png   https://www.liepin.com/company/1327734/   \n",
       " 39  6407f5d3a62c5e5a8dcc4aeb06u.png  https://www.liepin.com/company/13450471/   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink comp.compId  \n",
       " 0              NaN             NaN         NaN  \n",
       " 1                                    9510141.0  \n",
       " 2                                   12846035.0  \n",
       " 3                                   13001749.0  \n",
       " 4              NaN             NaN         NaN  \n",
       " 5              NaN             NaN         NaN  \n",
       " 6                                   13183547.0  \n",
       " 7              NaN             NaN         NaN  \n",
       " 8              NaN             NaN         NaN  \n",
       " 9                                   13297665.0  \n",
       " 10                                   8448877.0  \n",
       " 11             NaN             NaN         NaN  \n",
       " 12                                   9886227.0  \n",
       " 13             NaN             NaN         NaN  \n",
       " 14                                  13393455.0  \n",
       " 15             NaN             NaN         NaN  \n",
       " 16                                   9368549.0  \n",
       " 17             NaN             NaN         NaN  \n",
       " 18             NaN             NaN         NaN  \n",
       " 19                                   8086509.0  \n",
       " 20             NaN             NaN         NaN  \n",
       " 21             NaN             NaN         NaN  \n",
       " 22             NaN             NaN         NaN  \n",
       " 23                                   8788514.0  \n",
       " 24                                   9600943.0  \n",
       " 25             NaN             NaN         NaN  \n",
       " 26             NaN             NaN         NaN  \n",
       " 27             NaN             NaN         NaN  \n",
       " 28                                   7854025.0  \n",
       " 29                                   6017109.0  \n",
       " 30             NaN             NaN         NaN  \n",
       " 31             NaN             NaN         NaN  \n",
       " 32             NaN             NaN         NaN  \n",
       " 33                                   8080810.0  \n",
       " 34             NaN             NaN         NaN  \n",
       " 35                                   9749905.0  \n",
       " 36             NaN             NaN         NaN  \n",
       " 37             NaN             NaN         NaN  \n",
       " 38                                   1327734.0  \n",
       " 39                                  13450471.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"45288093\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 1   {\"jobId\":\"56161375\",\"recruiterName\":\"孟女士\",\"job...   \n",
       " 2   {\"jobId\":\"44235539\",\"recruiterName\":\"朱女士\",\"job...   \n",
       " 3   {\"jobId\":\"52471955\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 4   {\"jobId\":\"44884553\",\"recruiterName\":\"汪女士\",\"job...   \n",
       " 5   {\"jobId\":\"44607657\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 6   {\"jobId\":\"57515707\",\"recruiterName\":\"齐女士\",\"job...   \n",
       " 7   {\"jobId\":\"44794295\",\"recruiterName\":\"邬女士\",\"job...   \n",
       " 8   {\"jobId\":\"44810969\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 9   {\"jobId\":\"56142583\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 10  {\"jobId\":\"43863229\",\"recruiterName\":\"庄女士\",\"job...   \n",
       " 11  {\"jobId\":\"44949997\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 12  {\"jobId\":\"42975373\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 13  {\"jobId\":\"44808007\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 14  {\"jobId\":\"55722223\",\"recruiterName\":\"唐女士\",\"job...   \n",
       " 15  {\"jobId\":\"44099555\",\"recruiterName\":\"郭女士\",\"job...   \n",
       " 16  {\"jobId\":\"56306495\",\"recruiterName\":\"臧女士\",\"job...   \n",
       " 17  {\"jobId\":\"45280189\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 18  {\"jobId\":\"45307815\",\"recruiterName\":\"纪女士\",\"job...   \n",
       " 19  {\"jobId\":\"41822517\",\"recruiterName\":\"许女士\",\"job...   \n",
       " 20  {\"jobId\":\"45183899\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 21  {\"jobId\":\"45280187\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 22  {\"jobId\":\"44046273\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 23  {\"jobId\":\"7643641\",\"recruiterName\":\"杨先生\",\"jobK...   \n",
       " 24  {\"jobId\":\"51720291\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 25  {\"jobId\":\"45280019\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 26  {\"jobId\":\"45131607\",\"recruiterName\":\"林先生\",\"job...   \n",
       " 27  {\"jobId\":\"42880637\",\"recruiterName\":\"潘先生\",\"job...   \n",
       " 28  {\"jobId\":\"57438265\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 29  {\"jobId\":\"55177509\",\"recruiterName\":\"孔女士\",\"job...   \n",
       " 30  {\"jobId\":\"43795869\",\"recruiterName\":\"林女士\",\"job...   \n",
       " 31  {\"jobId\":\"44633159\",\"recruiterName\":\"孟女士\",\"job...   \n",
       " 32  {\"jobId\":\"45007687\",\"recruiterName\":\"赵先生\",\"job...   \n",
       " 33  {\"jobId\":\"45098711\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 34  {\"jobId\":\"43470183\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 35  {\"jobId\":\"55763181\",\"recruiterName\":\"谭女士\",\"job...   \n",
       " 36  {\"jobId\":\"43066789\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 37  {\"jobId\":\"43773655\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 38  {\"jobId\":\"57777369\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 39  {\"jobId\":\"57209449\",\"recruiterName\":\"谭先生\",\"job...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                                  []   \n",
       " 1                                                  []   \n",
       " 2                                              [数据分析]   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]   \n",
       " 4                                                  []   \n",
       " 5                                                  []   \n",
       " 6                                                  []   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]   \n",
       " 10                                             [架构设计]   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...   \n",
       " 12                                       [c端产品, 数据分析]   \n",
       " 13                                              [制造业]   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]   \n",
       " 19                                 [产品设计, b端产品, 需求分析]   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]   \n",
       " 22                                       [数据产品, 工具产品]   \n",
       " 23                                                 []   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]   \n",
       " 27                               [金融产品, to B, web端产品]   \n",
       " 28                                         [办公软件、工具类]   \n",
       " 29                                                 []   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]   \n",
       " 36                                                 []   \n",
       " 37                                                 []   \n",
       " 38                                            [计算机软件]   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]   \n",
       " \n",
       "                        job.title job.jobId  job.salary  job.dq job.jobKind  \\\n",
       " 0                         医药产品经理  45288093      15-20k  广州-天河区           1   \n",
       " 1                        产品经理-肿瘤  56161375      20-35k  广州-荔湾区           2   \n",
       " 2                       潮玩盲盒产品经理  44235539      10-15k  广州-海珠区           2   \n",
       " 3                           产品经理  52471955      10-15k  广州-海珠区           2   \n",
       " 4                         电商产品经理  44884553      25-35k      广州           1   \n",
       " 5                           品质PM  44607657  12-20k·13薪      广州           1   \n",
       " 6                广花融资担保公司（筹）产品经理  57515707      10-20k  广州-花都区           2   \n",
       " 7                      B端供应链产品经理  44794295  20-35k·14薪  广州-番禺区           1   \n",
       " 8                         高级产品经理  44810969  20-25k·15薪  广州-越秀区           1   \n",
       " 9                           产品经理  56142583      20-30k  广州-越秀区           2   \n",
       " 10              产品经理（支付）(J11223)  43863229      16-35k  广州-海珠区           2   \n",
       " 11                      AI应用产品经理  44949997  16-22k·15薪  广州-白云区           1   \n",
       " 12                          产品经理  42975373      20-25k  广州-天河区           2   \n",
       " 13                       MES产品经理  44808007  25-30k·16薪      广州           1   \n",
       " 14                     文创产品经理/主管  55722223       8-12k  广州-海珠区           2   \n",
       " 15                    数据产品经理（中台）  44099555  20-30k·15薪      广州           1   \n",
       " 16                        民航产品经理  56306495      15-30k  广州-花都区           2   \n",
       " 17                    产品经理（商品中心）  45280189      15-30k  广州-海珠区           1   \n",
       " 18            产品经理（预售，员工分销）-国企正编  45307815      26-30k  广州-海珠区           1   \n",
       " 19                          产品经理  41822517      10-20k  广州-黄埔区           2   \n",
       " 20  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）  45183899  16-22k·15薪  广州-白云区           1   \n",
       " 21                    产品经理（商品中心）  45280187      15-30k  广州-海珠区           1   \n",
       " 22                     AI应用产品经理   44046273  18-19k·15薪      广州           1   \n",
       " 23                          产品经理   7643641      25-35k      广州           2   \n",
       " 24                          产品经理  51720291  20-50k·13薪  广州-天河区           2   \n",
       " 25                          产品经理  45280019      15-30k  广州-海珠区           1   \n",
       " 26                          产品经理  45131607      30-60k      广州           1   \n",
       " 27                        高级产品经理  42880637      40-60k      广州           1   \n",
       " 28                        高级产品经理  57438265  20-30k·13薪  广州-黄埔区           2   \n",
       " 29                         产品经理岗  55177509      18-35k  广州-天河区           2   \n",
       " 30                    产品经理（数据方向）  43795869  15-20k·18薪      广州           1   \n",
       " 31                          产品经理  44633159  50-80k·16薪      广州           1   \n",
       " 32                      垂直电商产品经理  45007687      15-25k      广州           1   \n",
       " 33                  产品经理(J11093)  45098711        薪资面议  广州-黄埔区           2   \n",
       " 34                      海外软件产品经理  43470183  35-65k·16薪  广州-黄埔区           1   \n",
       " 35         产品经理-安全方向（广州）(J11694)  55763181      15-25k  广州-天河区           2   \n",
       " 36                          产品经理  43066789      15-30k      广州           1   \n",
       " 37                          产品经理  43773655      15-30k  广州-天河区           1   \n",
       " 38                       物联网产品经理  57777369      12-20k  广州-天河区           2   \n",
       " 39                        照明产品经理  57209449  20-25k·13薪  广州-白云区           2   \n",
       " \n",
       "                                        job.dataPromId job.refreshTime  ...  \\\n",
       " 0   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230413192613  ...   \n",
       " 1   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230216103639  ...   \n",
       " 2   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230307150921  ...   \n",
       " 3   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230411141336  ...   \n",
       " 4   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230330145539  ...   \n",
       " 5   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230321164901  ...   \n",
       " 6   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230418091105  ...   \n",
       " 7   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230328105859  ...   \n",
       " 8   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230421110556  ...   \n",
       " 9   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230421102138  ...   \n",
       " 10  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20211125104506  ...   \n",
       " 11  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230403105432  ...   \n",
       " 12  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230414091141  ...   \n",
       " 13  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230420093558  ...   \n",
       " 14  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230321120241  ...   \n",
       " 15  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230306110903  ...   \n",
       " 16  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230404155444  ...   \n",
       " 17  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230413162324  ...   \n",
       " 18  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230419103328  ...   \n",
       " 19  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20211214164804  ...   \n",
       " 20  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230411135550  ...   \n",
       " 21  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230413162324  ...   \n",
       " 22  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230303103708  ...   \n",
       " 23  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230323112810  ...   \n",
       " 24  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20221206094018  ...   \n",
       " 25  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230413162101  ...   \n",
       " 26  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230421094144  ...   \n",
       " 27  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230128203854  ...   \n",
       " 28  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230330175512  ...   \n",
       " 29  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20221222123631  ...   \n",
       " 30  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230223174312  ...   \n",
       " 31  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230322114446  ...   \n",
       " 32  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230404142211  ...   \n",
       " 33  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20221108092741  ...   \n",
       " 34  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230411154613  ...   \n",
       " 35  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230421140848  ...   \n",
       " 36  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230404181136  ...   \n",
       " 37  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230412133907  ...   \n",
       " 38  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230413135515  ...   \n",
       " 39  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...  20230322183423  ...   \n",
       " \n",
       "     recruiter.imUserType comp.compScale  comp.compIndustry comp.compStage  \\\n",
       " 0                      2         50-99人               医药流通          融资未公开   \n",
       " 1                      2       500-999人                 制药            NaN   \n",
       " 2                      2         50-99人                NaN            NaN   \n",
       " 3                      2     1000-2000人                工艺品            NaN   \n",
       " 4                      2     2000-5000人           食品/饮料/酒水            已上市   \n",
       " 5                      2          1-49人             贸易/进出口          融资未公开   \n",
       " 6                      2         50-99人            其他商务服务业          融资未公开   \n",
       " 7                      2       100-499人                互联网          不需要融资   \n",
       " 8                      2       100-499人         内容(音视频/阅读)          融资未公开   \n",
       " 9                      2       500-999人               电子商务            NaN   \n",
       " 10                     2     2000-5000人               电子商务             D轮   \n",
       " 11                     2     2000-5000人           食品/饮料/酒水          融资未公开   \n",
       " 12                     2       100-499人               电子商务            NaN   \n",
       " 13                     2                               互联网            NaN   \n",
       " 14                     2          1-49人              文化艺术业            NaN   \n",
       " 15                     2       500-999人             专业技术服务             A轮   \n",
       " 16                     2       100-499人               人工智能             C轮   \n",
       " 17                     2       100-499人               IT服务            NaN   \n",
       " 18                     2       100-499人               IT服务            NaN   \n",
       " 19                     2     2000-5000人                 制药         沪深A股上市   \n",
       " 20                     2     2000-5000人           食品/饮料/酒水          融资未公开   \n",
       " 21                     2       100-499人               IT服务            NaN   \n",
       " 22                     2     2000-5000人           食品/饮料/日化          融资未公开   \n",
       " 23                     2       500-999人                 制药         沪深A股上市   \n",
       " 24                     2    5000-10000人               IT服务       其他股票市场上市   \n",
       " 25                     2       100-499人               IT服务            NaN   \n",
       " 26                     2    5000-10000人              计算机软件            已上市   \n",
       " 27                     2     2000-5000人           基金/证券/期货           战略融资   \n",
       " 28                     2    5000-10000人              计算机软件         沪深A股上市   \n",
       " 29                     2    5000-10000人                 银行            NaN   \n",
       " 30                     2     1000-2000人                互联网          融资未公开   \n",
       " 31                     2                       电子/半导体/集成电路            NaN   \n",
       " 32                     2       100-499人               电子商务          融资未公开   \n",
       " 33                     2     2000-5000人           食品/饮料/酒水         沪深A股上市   \n",
       " 34                     2    5000-10000人              计算机软件            已上市   \n",
       " 35                     2    5000-10000人              计算机软件            NaN   \n",
       " 36                     2       100-499人               智能安防          融资未公开   \n",
       " 37                     2       100-499人                 制药          融资未公开   \n",
       " 38                     2       500-999人                互联网            NaN   \n",
       " 39                     2                              电子商务            NaN   \n",
       " \n",
       "                       comp.compLogo     comp.compName  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png         某北京医药流通公司   \n",
       " 1   5bfea0c574719d2aa34c074f03a.png     李氏大药厂(香港)有限公司   \n",
       " 2   61b07937d0458d53c627567e02u.jpg    北京妙趣盒生文化传播有限公司   \n",
       " 3   61a5bb22f96ca95918aa2e9206u.png      广东森宝文化实业有限公司   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png         某国内制药上市公司   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png          某贸易进出口公司   \n",
       " 6   61b07937d0458d53c627567e02u.jpg    广州智都投资控股集团有限公司   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png          运营商全资子公司   \n",
       " 9   634f899ab0584d35822417cb06u.png   文峰荟(广州)企业管理有限公司   \n",
       " 10  60096cb986ddfd21f7c973d408u.png              致景科技   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司   \n",
       " 12  60af42bdd7e0220766018e7304u.png              丹霄技术   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司   \n",
       " 14  63da3c9d211aff1618cde20207u.png            恒鼎文化传媒   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png     某广州大型专业技术服务公司   \n",
       " 16  62860cf27933ee37f03c289902u.png              高重科技   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 19  5bfe91b674719d35745ae24c03a.png              凯普生物   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          知名港资快消集团   \n",
       " 23  60f0012c66b5e17b60aa022905u.png               一品红   \n",
       " 24  5bfe91e274719d35745aeb5b03a.png              恒赢智航   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png      某广州计算机软件上市公司   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png     某大型基金/证券/期货公司   \n",
       " 28  5bfe95c674719df0ac98e51303a.png              视源股份   \n",
       " 29  5bfe900574719d35745a8df003a.png        广州银行股份有限公司   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png        某大型知名互联网公司   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png  某深圳电子/半导体/集成电路公司   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png         某宁波电子商务公司   \n",
       " 33  5ec39993f2540204574caa5008u.jpg              汤臣倍健   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png         某广州知名上市公司   \n",
       " 35  62d900a5068a783307d8850402u.png      建信金融科技有限责任公司   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png             某安防公司   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png           某国内制药公司   \n",
       " 38  5bfe9c5774719df0ac9a31bc03a.png              越亮传奇   \n",
       " 39  6407f5d3a62c5e5a8dcc4aeb06u.png             泰容亿科技   \n",
       " \n",
       "                                    comp.link  job.pcOuterLink job.h5OuterLink  \\\n",
       " 0                                                         NaN             NaN   \n",
       " 1    https://www.liepin.com/company/9510141/                                    \n",
       " 2   https://www.liepin.com/company/12846035/                                    \n",
       " 3   https://www.liepin.com/company/13001749/                                    \n",
       " 4                                                         NaN             NaN   \n",
       " 5                                                         NaN             NaN   \n",
       " 6   https://www.liepin.com/company/13183547/                                    \n",
       " 7                                                         NaN             NaN   \n",
       " 8                                                         NaN             NaN   \n",
       " 9   https://www.liepin.com/company/13297665/                                    \n",
       " 10   https://www.liepin.com/company/8448877/                                    \n",
       " 11                                                        NaN             NaN   \n",
       " 12   https://www.liepin.com/company/9886227/                                    \n",
       " 13                                                        NaN             NaN   \n",
       " 14  https://www.liepin.com/company/13393455/                                    \n",
       " 15                                                        NaN             NaN   \n",
       " 16   https://www.liepin.com/company/9368549/                                    \n",
       " 17                                                        NaN             NaN   \n",
       " 18                                                        NaN             NaN   \n",
       " 19   https://www.liepin.com/company/8086509/                                    \n",
       " 20                                                        NaN             NaN   \n",
       " 21                                                        NaN             NaN   \n",
       " 22                                                        NaN             NaN   \n",
       " 23   https://www.liepin.com/company/8788514/                                    \n",
       " 24   https://www.liepin.com/company/9600943/                                    \n",
       " 25                                                        NaN             NaN   \n",
       " 26                                                        NaN             NaN   \n",
       " 27                                                        NaN             NaN   \n",
       " 28   https://www.liepin.com/company/7854025/                                    \n",
       " 29   https://www.liepin.com/company/6017109/                                    \n",
       " 30                                                        NaN             NaN   \n",
       " 31                                                        NaN             NaN   \n",
       " 32                                                        NaN             NaN   \n",
       " 33   https://www.liepin.com/company/8080810/                                    \n",
       " 34                                                        NaN             NaN   \n",
       " 35   https://www.liepin.com/company/9749905/                                    \n",
       " 36                                                        NaN             NaN   \n",
       " 37                                                        NaN             NaN   \n",
       " 38   https://www.liepin.com/company/1327734/                                    \n",
       " 39  https://www.liepin.com/company/13450471/                                    \n",
       " \n",
       "    comp.compId  \n",
       " 0          NaN  \n",
       " 1    9510141.0  \n",
       " 2   12846035.0  \n",
       " 3   13001749.0  \n",
       " 4          NaN  \n",
       " 5          NaN  \n",
       " 6   13183547.0  \n",
       " 7          NaN  \n",
       " 8          NaN  \n",
       " 9   13297665.0  \n",
       " 10   8448877.0  \n",
       " 11         NaN  \n",
       " 12   9886227.0  \n",
       " 13         NaN  \n",
       " 14  13393455.0  \n",
       " 15         NaN  \n",
       " 16   9368549.0  \n",
       " 17         NaN  \n",
       " 18         NaN  \n",
       " 19   8086509.0  \n",
       " 20         NaN  \n",
       " 21         NaN  \n",
       " 22         NaN  \n",
       " 23   8788514.0  \n",
       " 24   9600943.0  \n",
       " 25         NaN  \n",
       " 26         NaN  \n",
       " 27         NaN  \n",
       " 28   7854025.0  \n",
       " 29   6017109.0  \n",
       " 30         NaN  \n",
       " 31         NaN  \n",
       " 32         NaN  \n",
       " 33   8080810.0  \n",
       " 34         NaN  \n",
       " 35   9749905.0  \n",
       " 36         NaN  \n",
       " 37         NaN  \n",
       " 38   1327734.0  \n",
       " 39  13450471.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22jobId%22%3A%2245288093%22%2C%22ckId%22%3...   \n",
       " 1   %7B%22jobId%22%3A%2256161375%22%2C%22ckId%22%3...   \n",
       " 2   %7B%22jobId%22%3A%2244235539%22%2C%22ckId%22%3...   \n",
       " 3   %7B%22jobId%22%3A%2252471955%22%2C%22ckId%22%3...   \n",
       " 4   %7B%22jobId%22%3A%2244884553%22%2C%22ckId%22%3...   \n",
       " 5   %7B%22jobId%22%3A%2244607657%22%2C%22ckId%22%3...   \n",
       " 6   %7B%22jobId%22%3A%2257515707%22%2C%22ckId%22%3...   \n",
       " 7   %7B%22jobId%22%3A%2244794295%22%2C%22ckId%22%3...   \n",
       " 8   %7B%22jobId%22%3A%2244810969%22%2C%22ckId%22%3...   \n",
       " 9   %7B%22jobId%22%3A%2256142583%22%2C%22ckId%22%3...   \n",
       " 10  %7B%22jobId%22%3A%2243863229%22%2C%22ckId%22%3...   \n",
       " 11  %7B%22jobId%22%3A%2244949997%22%2C%22ckId%22%3...   \n",
       " 12  %7B%22jobId%22%3A%2242975373%22%2C%22ckId%22%3...   \n",
       " 13  %7B%22jobId%22%3A%2244808007%22%2C%22ckId%22%3...   \n",
       " 14  %7B%22jobId%22%3A%2255722223%22%2C%22ckId%22%3...   \n",
       " 15  %7B%22jobId%22%3A%2244099555%22%2C%22ckId%22%3...   \n",
       " 16  %7B%22jobId%22%3A%2256306495%22%2C%22ckId%22%3...   \n",
       " 17  %7B%22jobId%22%3A%2245280189%22%2C%22ckId%22%3...   \n",
       " 18  %7B%22jobId%22%3A%2245307815%22%2C%22ckId%22%3...   \n",
       " 19  %7B%22jobId%22%3A%2241822517%22%2C%22ckId%22%3...   \n",
       " 20  %7B%22jobId%22%3A%2245183899%22%2C%22ckId%22%3...   \n",
       " 21  %7B%22jobId%22%3A%2245280187%22%2C%22ckId%22%3...   \n",
       " 22  %7B%22jobId%22%3A%2244046273%22%2C%22ckId%22%3...   \n",
       " 23  %7B%22jobId%22%3A%227643641%22%2C%22ckId%22%3A...   \n",
       " 24  %7B%22jobId%22%3A%2251720291%22%2C%22ckId%22%3...   \n",
       " 25  %7B%22jobId%22%3A%2245280019%22%2C%22ckId%22%3...   \n",
       " 26  %7B%22jobId%22%3A%2245131607%22%2C%22ckId%22%3...   \n",
       " 27  %7B%22jobId%22%3A%2242880637%22%2C%22ckId%22%3...   \n",
       " 28  %7B%22jobId%22%3A%2257438265%22%2C%22ckId%22%3...   \n",
       " 29  %7B%22jobId%22%3A%2255177509%22%2C%22ckId%22%3...   \n",
       " 30  %7B%22jobId%22%3A%2243795869%22%2C%22ckId%22%3...   \n",
       " 31  %7B%22jobId%22%3A%2244633159%22%2C%22ckId%22%3...   \n",
       " 32  %7B%22jobId%22%3A%2245007687%22%2C%22ckId%22%3...   \n",
       " 33  %7B%22jobId%22%3A%2245098711%22%2C%22ckId%22%3...   \n",
       " 34  %7B%22jobId%22%3A%2243470183%22%2C%22ckId%22%3...   \n",
       " 35  %7B%22jobId%22%3A%2255763181%22%2C%22ckId%22%3...   \n",
       " 36  %7B%22jobId%22%3A%2243066789%22%2C%22ckId%22%3...   \n",
       " 37  %7B%22jobId%22%3A%2243773655%22%2C%22ckId%22%3...   \n",
       " 38  %7B%22jobId%22%3A%2257777369%22%2C%22ckId%22%3...   \n",
       " 39  %7B%22jobId%22%3A%2257209449%22%2C%22ckId%22%3...   \n",
       " \n",
       "                                            dataParams  \\\n",
       " 0   {\"jobId\":\"45288093\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 1   {\"jobId\":\"56161375\",\"recruiterName\":\"孟女士\",\"job...   \n",
       " 2   {\"jobId\":\"44235539\",\"recruiterName\":\"朱女士\",\"job...   \n",
       " 3   {\"jobId\":\"52471955\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 4   {\"jobId\":\"44884553\",\"recruiterName\":\"汪女士\",\"job...   \n",
       " 5   {\"jobId\":\"44607657\",\"recruiterName\":\"黄女士\",\"job...   \n",
       " 6   {\"jobId\":\"57515707\",\"recruiterName\":\"齐女士\",\"job...   \n",
       " 7   {\"jobId\":\"44794295\",\"recruiterName\":\"邬女士\",\"job...   \n",
       " 8   {\"jobId\":\"44810969\",\"recruiterName\":\"陈先生\",\"job...   \n",
       " 9   {\"jobId\":\"56142583\",\"recruiterName\":\"王女士\",\"job...   \n",
       " 10  {\"jobId\":\"43863229\",\"recruiterName\":\"庄女士\",\"job...   \n",
       " 11  {\"jobId\":\"44949997\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 12  {\"jobId\":\"42975373\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 13  {\"jobId\":\"44808007\",\"recruiterName\":\"陈女士\",\"job...   \n",
       " 14  {\"jobId\":\"55722223\",\"recruiterName\":\"唐女士\",\"job...   \n",
       " 15  {\"jobId\":\"44099555\",\"recruiterName\":\"郭女士\",\"job...   \n",
       " 16  {\"jobId\":\"56306495\",\"recruiterName\":\"臧女士\",\"job...   \n",
       " 17  {\"jobId\":\"45280189\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 18  {\"jobId\":\"45307815\",\"recruiterName\":\"纪女士\",\"job...   \n",
       " 19  {\"jobId\":\"41822517\",\"recruiterName\":\"许女士\",\"job...   \n",
       " 20  {\"jobId\":\"45183899\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 21  {\"jobId\":\"45280187\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 22  {\"jobId\":\"44046273\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 23  {\"jobId\":\"7643641\",\"recruiterName\":\"杨先生\",\"jobK...   \n",
       " 24  {\"jobId\":\"51720291\",\"recruiterName\":\"潘女士\",\"job...   \n",
       " 25  {\"jobId\":\"45280019\",\"recruiterName\":\"胡女士\",\"job...   \n",
       " 26  {\"jobId\":\"45131607\",\"recruiterName\":\"林先生\",\"job...   \n",
       " 27  {\"jobId\":\"42880637\",\"recruiterName\":\"潘先生\",\"job...   \n",
       " 28  {\"jobId\":\"57438265\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 29  {\"jobId\":\"55177509\",\"recruiterName\":\"孔女士\",\"job...   \n",
       " 30  {\"jobId\":\"43795869\",\"recruiterName\":\"林女士\",\"job...   \n",
       " 31  {\"jobId\":\"44633159\",\"recruiterName\":\"孟女士\",\"job...   \n",
       " 32  {\"jobId\":\"45007687\",\"recruiterName\":\"赵先生\",\"job...   \n",
       " 33  {\"jobId\":\"45098711\",\"recruiterName\":\"田先生\",\"job...   \n",
       " 34  {\"jobId\":\"43470183\",\"recruiterName\":\"杨女士\",\"job...   \n",
       " 35  {\"jobId\":\"55763181\",\"recruiterName\":\"谭女士\",\"job...   \n",
       " 36  {\"jobId\":\"43066789\",\"recruiterName\":\"黎先生\",\"job...   \n",
       " 37  {\"jobId\":\"43773655\",\"recruiterName\":\"李女士\",\"job...   \n",
       " 38  {\"jobId\":\"57777369\",\"recruiterName\":\"赵女士\",\"job...   \n",
       " 39  {\"jobId\":\"57209449\",\"recruiterName\":\"谭先生\",\"job...   \n",
       " \n",
       "                                            job.labels job.jobId  job.salary  \\\n",
       " 0                                                  []  45288093      15-20k   \n",
       " 1                                                  []  56161375      20-35k   \n",
       " 2                                              [数据分析]  44235539      10-15k   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]  52471955      10-15k   \n",
       " 4                                                  []  44884553      25-35k   \n",
       " 5                                                  []  44607657  12-20k·13薪   \n",
       " 6                                                  []  57515707      10-20k   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]  44794295  20-35k·14薪   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]  44810969  20-25k·15薪   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]  56142583      20-30k   \n",
       " 10                                             [架构设计]  43863229      16-35k   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...  44949997  16-22k·15薪   \n",
       " 12                                       [c端产品, 数据分析]  42975373      20-25k   \n",
       " 13                                              [制造业]  44808007  25-30k·16薪   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]  55722223       8-12k   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  44099555  20-30k·15薪   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...  56306495      15-30k   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]  45280189      15-30k   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]  45307815      26-30k   \n",
       " 19                                 [产品设计, b端产品, 需求分析]  41822517      10-20k   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...  45183899  16-22k·15薪   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]  45280187      15-30k   \n",
       " 22                                       [数据产品, 工具产品]  44046273  18-19k·15薪   \n",
       " 23                                                 []   7643641      25-35k   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...  51720291  20-50k·13薪   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]  45280019      15-30k   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]  45131607      30-60k   \n",
       " 27                               [金融产品, to B, web端产品]  42880637      40-60k   \n",
       " 28                                         [办公软件、工具类]  57438265  20-30k·13薪   \n",
       " 29                                                 []  55177509      18-35k   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]  43795869  15-20k·18薪   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...  44633159  50-80k·16薪   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]  45007687      15-25k   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]  45098711        薪资面议   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]  43470183  35-65k·16薪   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]  55763181      15-25k   \n",
       " 36                                                 []  43066789      15-30k   \n",
       " 37                                                 []  43773655      15-30k   \n",
       " 38                                            [计算机软件]  57777369      12-20k   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]  57209449  20-25k·13薪   \n",
       " \n",
       "     job.dq job.jobKind  job.topJob                     job.title  \\\n",
       " 0   广州-天河区           1       False                        医药产品经理   \n",
       " 1   广州-荔湾区           2       False                       产品经理-肿瘤   \n",
       " 2   广州-海珠区           2       False                      潮玩盲盒产品经理   \n",
       " 3   广州-海珠区           2       False                          产品经理   \n",
       " 4       广州           1       False                        电商产品经理   \n",
       " 5       广州           1       False                          品质PM   \n",
       " 6   广州-花都区           2       False               广花融资担保公司（筹）产品经理   \n",
       " 7   广州-番禺区           1       False                     B端供应链产品经理   \n",
       " 8   广州-越秀区           1       False                        高级产品经理   \n",
       " 9   广州-越秀区           2       False                          产品经理   \n",
       " 10  广州-海珠区           2       False              产品经理（支付）(J11223)   \n",
       " 11  广州-白云区           1       False                      AI应用产品经理   \n",
       " 12  广州-天河区           2       False                          产品经理   \n",
       " 13      广州           1       False                       MES产品经理   \n",
       " 14  广州-海珠区           2       False                     文创产品经理/主管   \n",
       " 15      广州           1       False                    数据产品经理（中台）   \n",
       " 16  广州-花都区           2       False                        民航产品经理   \n",
       " 17  广州-海珠区           1       False                    产品经理（商品中心）   \n",
       " 18  广州-海珠区           1       False            产品经理（预售，员工分销）-国企正编   \n",
       " 19  广州-黄埔区           2       False                          产品经理   \n",
       " 20  广州-白云区           1       False  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）   \n",
       " 21  广州-海珠区           1       False                    产品经理（商品中心）   \n",
       " 22      广州           1       False                     AI应用产品经理    \n",
       " 23      广州           2       False                          产品经理   \n",
       " 24  广州-天河区           2       False                          产品经理   \n",
       " 25  广州-海珠区           1       False                          产品经理   \n",
       " 26      广州           1       False                          产品经理   \n",
       " 27      广州           1       False                        高级产品经理   \n",
       " 28  广州-黄埔区           2       False                        高级产品经理   \n",
       " 29  广州-天河区           2       False                         产品经理岗   \n",
       " 30      广州           1       False                    产品经理（数据方向）   \n",
       " 31      广州           1       False                          产品经理   \n",
       " 32      广州           1       False                      垂直电商产品经理   \n",
       " 33  广州-黄埔区           2       False                  产品经理(J11093)   \n",
       " 34  广州-黄埔区           1       False                      海外软件产品经理   \n",
       " 35  广州-天河区           2       False         产品经理-安全方向（广州）(J11694)   \n",
       " 36      广州           1       False                          产品经理   \n",
       " 37  广州-天河区           1       False                          产品经理   \n",
       " 38  广州-天河区           2       False                       物联网产品经理   \n",
       " 39  广州-白云区           2       False                        照明产品经理   \n",
       " \n",
       "    job.refreshTime  ...          recruiter.recruiterPhoto comp.compStage  \\\n",
       " 0   20230413192613  ...   63fc55f5f6f3654cff90476303u.png          融资未公开   \n",
       " 1   20230216103639  ...   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 2   20230307150921  ...   5f8f9863f6d1ab58476f246a08u.jpg            NaN   \n",
       " 3   20230411141336  ...   5f8f9866dfb13a7dee342f1808u.jpg            NaN   \n",
       " 4   20230330145539  ...   6239435dbf25ff5ff20a8e5605u.jpg            已上市   \n",
       " 5   20230321164901  ...   60f7762017b23e15ed84a9a008u.jpg          融资未公开   \n",
       " 6   20230418091105  ...   5f8f9865ea60860b75384fa508u.jpg          融资未公开   \n",
       " 7   20230328105859  ...   6144210d021e5332beb3eaa601u.png          不需要融资   \n",
       " 8   20230421110556  ...   6100ba7999bae10d052ceaa608u.png          融资未公开   \n",
       " 9   20230421102138  ...   5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 10  20211125104506  ...   5f8f98648dbe6273dcf8515508u.jpg             D轮   \n",
       " 11  20230403105432  ...   612f3bce95c03625d0aa7d1a04u.jpg          融资未公开   \n",
       " 12  20230414091141  ...   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 13  20230420093558  ...   6041904cac649a4e4185175f05u.png            NaN   \n",
       " 14  20230321120241  ...   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 15  20230306110903  ...   628c33a6256da95d600ec7a305u.jpg             A轮   \n",
       " 16  20230404155444  ...  63749d37ea177d16a68dcfd601u.jpeg             C轮   \n",
       " 17  20230413162324  ...   5f8fa3bddfb13a7dee343d7608u.png            NaN   \n",
       " 18  20230419103328  ...   642e8e49de25b83c3c8d509707u.png            NaN   \n",
       " 19  20211214164804  ...   54d1e78d712eb4f6b84c788f02c.jpg         沪深A股上市   \n",
       " 20  20230411135550  ...   612f3bce95c03625d0aa7d1a04u.jpg          融资未公开   \n",
       " 21  20230413162324  ...   5f8fa3bddfb13a7dee343d7608u.png            NaN   \n",
       " 22  20230303103708  ...  636899c231cd614a2518fd6603u.jpeg          融资未公开   \n",
       " 23  20230323112810  ...   5f8f986aea60860b75384fab08u.jpg         沪深A股上市   \n",
       " 24  20221206094018  ...   5f8f98648dbe6273dcf8515508u.jpg       其他股票市场上市   \n",
       " 25  20230413162101  ...   5f8fa3bddfb13a7dee343d7608u.png            NaN   \n",
       " 26  20230421094144  ...   60594891e67dd642e66167e607u.jpg            已上市   \n",
       " 27  20230128203854  ...   5f8fa3a679c7cc70efbf444e08u.png           战略融资   \n",
       " 28  20230330175512  ...   5f8f98648dbe6273dcf8515508u.jpg         沪深A股上市   \n",
       " 29  20221222123631  ...   5f8f986779c7cc70efbf36c008u.jpg            NaN   \n",
       " 30  20230223174312  ...   61763c997ee42471be22de7101u.png          融资未公开   \n",
       " 31  20230322114446  ...   641a757dffdf96787e4eef0105u.png            NaN   \n",
       " 32  20230404142211  ...   60aef83a1d480101d4219a6e07u.png          融资未公开   \n",
       " 33  20221108092741  ...   5f8f986c79c7cc70efbf36c808u.jpg         沪深A股上市   \n",
       " 34  20230411154613  ...   623ad357dba87875df4a0eee03u.png            已上市   \n",
       " 35  20230421140848  ...   5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       " 36  20230404181136  ...   5fc838b87d6477448762618c01u.png          融资未公开   \n",
       " 37  20230412133907  ...   5f8fa3bddfb13a7dee343d7608u.png          融资未公开   \n",
       " 38  20230413135515  ...   54d1e761712e7147fd8062c902c.jpg            NaN   \n",
       " 39  20230322183423  ...   5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       " \n",
       "                       comp.compLogo     comp.compName  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png         某北京医药流通公司   \n",
       " 1   5bfea0c574719d2aa34c074f03a.png     李氏大药厂(香港)有限公司   \n",
       " 2   61b07937d0458d53c627567e02u.jpg    北京妙趣盒生文化传播有限公司   \n",
       " 3   61a5bb22f96ca95918aa2e9206u.png      广东森宝文化实业有限公司   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png         某国内制药上市公司   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png          某贸易进出口公司   \n",
       " 6   61b07937d0458d53c627567e02u.jpg    广州智都投资控股集团有限公司   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png          运营商全资子公司   \n",
       " 9   634f899ab0584d35822417cb06u.png   文峰荟(广州)企业管理有限公司   \n",
       " 10  60096cb986ddfd21f7c973d408u.png              致景科技   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司   \n",
       " 12  60af42bdd7e0220766018e7304u.png              丹霄技术   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司   \n",
       " 14  63da3c9d211aff1618cde20207u.png            恒鼎文化传媒   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png     某广州大型专业技术服务公司   \n",
       " 16  62860cf27933ee37f03c289902u.png              高重科技   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 19  5bfe91b674719d35745ae24c03a.png              凯普生物   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          知名港资快消集团   \n",
       " 23  60f0012c66b5e17b60aa022905u.png               一品红   \n",
       " 24  5bfe91e274719d35745aeb5b03a.png              恒赢智航   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png      某广州计算机软件上市公司   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png     某大型基金/证券/期货公司   \n",
       " 28  5bfe95c674719df0ac98e51303a.png              视源股份   \n",
       " 29  5bfe900574719d35745a8df003a.png        广州银行股份有限公司   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png        某大型知名互联网公司   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png  某深圳电子/半导体/集成电路公司   \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png         某宁波电子商务公司   \n",
       " 33  5ec39993f2540204574caa5008u.jpg              汤臣倍健   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png         某广州知名上市公司   \n",
       " 35  62d900a5068a783307d8850402u.png      建信金融科技有限责任公司   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png             某安防公司   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png           某国内制药公司   \n",
       " 38  5bfe9c5774719df0ac9a31bc03a.png              越亮传奇   \n",
       " 39  6407f5d3a62c5e5a8dcc4aeb06u.png             泰容亿科技   \n",
       " \n",
       "                                    comp.link comp.compScale comp.compIndustry  \\\n",
       " 0                                                    50-99人              医药流通   \n",
       " 1    https://www.liepin.com/company/9510141/       500-999人                制药   \n",
       " 2   https://www.liepin.com/company/12846035/         50-99人               NaN   \n",
       " 3   https://www.liepin.com/company/13001749/     1000-2000人               工艺品   \n",
       " 4                                                2000-5000人          食品/饮料/酒水   \n",
       " 5                                                     1-49人            贸易/进出口   \n",
       " 6   https://www.liepin.com/company/13183547/         50-99人           其他商务服务业   \n",
       " 7                                                  100-499人               互联网   \n",
       " 8                                                  100-499人        内容(音视频/阅读)   \n",
       " 9   https://www.liepin.com/company/13297665/       500-999人              电子商务   \n",
       " 10   https://www.liepin.com/company/8448877/     2000-5000人              电子商务   \n",
       " 11                                               2000-5000人          食品/饮料/酒水   \n",
       " 12   https://www.liepin.com/company/9886227/       100-499人              电子商务   \n",
       " 13                                                                        互联网   \n",
       " 14  https://www.liepin.com/company/13393455/          1-49人             文化艺术业   \n",
       " 15                                                 500-999人            专业技术服务   \n",
       " 16   https://www.liepin.com/company/9368549/       100-499人              人工智能   \n",
       " 17                                                 100-499人              IT服务   \n",
       " 18                                                 100-499人              IT服务   \n",
       " 19   https://www.liepin.com/company/8086509/     2000-5000人                制药   \n",
       " 20                                               2000-5000人          食品/饮料/酒水   \n",
       " 21                                                 100-499人              IT服务   \n",
       " 22                                               2000-5000人          食品/饮料/日化   \n",
       " 23   https://www.liepin.com/company/8788514/       500-999人                制药   \n",
       " 24   https://www.liepin.com/company/9600943/    5000-10000人              IT服务   \n",
       " 25                                                 100-499人              IT服务   \n",
       " 26                                              5000-10000人             计算机软件   \n",
       " 27                                               2000-5000人          基金/证券/期货   \n",
       " 28   https://www.liepin.com/company/7854025/    5000-10000人             计算机软件   \n",
       " 29   https://www.liepin.com/company/6017109/    5000-10000人                银行   \n",
       " 30                                               1000-2000人               互联网   \n",
       " 31                                                                电子/半导体/集成电路   \n",
       " 32                                                 100-499人              电子商务   \n",
       " 33   https://www.liepin.com/company/8080810/     2000-5000人          食品/饮料/酒水   \n",
       " 34                                              5000-10000人             计算机软件   \n",
       " 35   https://www.liepin.com/company/9749905/    5000-10000人             计算机软件   \n",
       " 36                                                 100-499人              智能安防   \n",
       " 37                                                 100-499人                制药   \n",
       " 38   https://www.liepin.com/company/1327734/       500-999人               互联网   \n",
       " 39  https://www.liepin.com/company/13450471/                             电子商务   \n",
       " \n",
       "    job.pcOuterLink  job.h5OuterLink comp.compId  \n",
       " 0              NaN              NaN         NaN  \n",
       " 1                                     9510141.0  \n",
       " 2                                    12846035.0  \n",
       " 3                                    13001749.0  \n",
       " 4              NaN              NaN         NaN  \n",
       " 5              NaN              NaN         NaN  \n",
       " 6                                    13183547.0  \n",
       " 7              NaN              NaN         NaN  \n",
       " 8              NaN              NaN         NaN  \n",
       " 9                                    13297665.0  \n",
       " 10                                    8448877.0  \n",
       " 11             NaN              NaN         NaN  \n",
       " 12                                    9886227.0  \n",
       " 13             NaN              NaN         NaN  \n",
       " 14                                   13393455.0  \n",
       " 15             NaN              NaN         NaN  \n",
       " 16                                    9368549.0  \n",
       " 17             NaN              NaN         NaN  \n",
       " 18             NaN              NaN         NaN  \n",
       " 19                                    8086509.0  \n",
       " 20             NaN              NaN         NaN  \n",
       " 21             NaN              NaN         NaN  \n",
       " 22             NaN              NaN         NaN  \n",
       " 23                                    8788514.0  \n",
       " 24                                    9600943.0  \n",
       " 25             NaN              NaN         NaN  \n",
       " 26             NaN              NaN         NaN  \n",
       " 27             NaN              NaN         NaN  \n",
       " 28                                    7854025.0  \n",
       " 29                                    6017109.0  \n",
       " 30             NaN              NaN         NaN  \n",
       " 31             NaN              NaN         NaN  \n",
       " 32             NaN              NaN         NaN  \n",
       " 33                                    8080810.0  \n",
       " 34             NaN              NaN         NaN  \n",
       " 35                                    9749905.0  \n",
       " 36             NaN              NaN         NaN  \n",
       " 37             NaN              NaN         NaN  \n",
       " 38                                    1327734.0  \n",
       " 39                                   13450471.0  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " 39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22ckId...   \n",
       " \n",
       "                                            dataParams comp.compStage  \\\n",
       " 0   {\"recruiterName\":\"王女士\",\"jobId\":\"45288093\",\"imI...          融资未公开   \n",
       " 1   {\"recruiterName\":\"孟女士\",\"jobId\":\"56161375\",\"imI...            NaN   \n",
       " 2   {\"recruiterName\":\"朱女士\",\"jobId\":\"44235539\",\"imI...            NaN   \n",
       " 3   {\"recruiterName\":\"陈女士\",\"jobId\":\"52471955\",\"imI...            NaN   \n",
       " 4   {\"recruiterName\":\"汪女士\",\"jobId\":\"44884553\",\"imI...            已上市   \n",
       " 5   {\"recruiterName\":\"黄女士\",\"jobId\":\"44607657\",\"imI...          融资未公开   \n",
       " 6   {\"recruiterName\":\"齐女士\",\"jobId\":\"57515707\",\"imI...          融资未公开   \n",
       " 7   {\"recruiterName\":\"邬女士\",\"jobId\":\"44794295\",\"imI...          不需要融资   \n",
       " 8   {\"recruiterName\":\"陈先生\",\"jobId\":\"44810969\",\"imI...          融资未公开   \n",
       " 9   {\"recruiterName\":\"王女士\",\"jobId\":\"56142583\",\"imI...            NaN   \n",
       " 10  {\"recruiterName\":\"庄女士\",\"jobId\":\"43863229\",\"imI...             D轮   \n",
       " 11  {\"recruiterName\":\"李女士\",\"jobId\":\"44949997\",\"imI...          融资未公开   \n",
       " 12  {\"recruiterName\":\"陈女士\",\"jobId\":\"42975373\",\"imI...            NaN   \n",
       " 13  {\"recruiterName\":\"陈女士\",\"jobId\":\"44808007\",\"imI...            NaN   \n",
       " 14  {\"recruiterName\":\"唐女士\",\"jobId\":\"55722223\",\"imI...            NaN   \n",
       " 15  {\"recruiterName\":\"郭女士\",\"jobId\":\"44099555\",\"imI...             A轮   \n",
       " 16  {\"recruiterName\":\"臧女士\",\"jobId\":\"56306495\",\"imI...             C轮   \n",
       " 17  {\"recruiterName\":\"胡女士\",\"jobId\":\"45280189\",\"imI...            NaN   \n",
       " 18  {\"recruiterName\":\"纪女士\",\"jobId\":\"45307815\",\"imI...            NaN   \n",
       " 19  {\"recruiterName\":\"许女士\",\"jobId\":\"41822517\",\"imI...         沪深A股上市   \n",
       " 20  {\"recruiterName\":\"李女士\",\"jobId\":\"45183899\",\"imI...          融资未公开   \n",
       " 21  {\"recruiterName\":\"胡女士\",\"jobId\":\"45280187\",\"imI...            NaN   \n",
       " 22  {\"recruiterName\":\"杨女士\",\"jobId\":\"44046273\",\"imI...          融资未公开   \n",
       " 23  {\"recruiterName\":\"杨先生\",\"jobId\":\"7643641\",\"imId...         沪深A股上市   \n",
       " 24  {\"recruiterName\":\"潘女士\",\"jobId\":\"51720291\",\"imI...       其他股票市场上市   \n",
       " 25  {\"recruiterName\":\"胡女士\",\"jobId\":\"45280019\",\"imI...            NaN   \n",
       " 26  {\"recruiterName\":\"林先生\",\"jobId\":\"45131607\",\"imI...            已上市   \n",
       " 27  {\"recruiterName\":\"潘先生\",\"jobId\":\"42880637\",\"imI...           战略融资   \n",
       " 28  {\"recruiterName\":\"李女士\",\"jobId\":\"57438265\",\"imI...         沪深A股上市   \n",
       " 29  {\"recruiterName\":\"孔女士\",\"jobId\":\"55177509\",\"imI...            NaN   \n",
       " 30  {\"recruiterName\":\"林女士\",\"jobId\":\"43795869\",\"imI...          融资未公开   \n",
       " 31  {\"recruiterName\":\"孟女士\",\"jobId\":\"44633159\",\"imI...            NaN   \n",
       " 32  {\"recruiterName\":\"赵先生\",\"jobId\":\"45007687\",\"imI...          融资未公开   \n",
       " 33  {\"recruiterName\":\"田先生\",\"jobId\":\"45098711\",\"imI...         沪深A股上市   \n",
       " 34  {\"recruiterName\":\"杨女士\",\"jobId\":\"43470183\",\"imI...            已上市   \n",
       " 35  {\"recruiterName\":\"谭女士\",\"jobId\":\"55763181\",\"imI...            NaN   \n",
       " 36  {\"recruiterName\":\"黎先生\",\"jobId\":\"43066789\",\"imI...          融资未公开   \n",
       " 37  {\"recruiterName\":\"李女士\",\"jobId\":\"43773655\",\"imI...          融资未公开   \n",
       " 38  {\"recruiterName\":\"赵女士\",\"jobId\":\"57777369\",\"imI...            NaN   \n",
       " 39  {\"recruiterName\":\"谭先生\",\"jobId\":\"57209449\",\"imI...            NaN   \n",
       " \n",
       "                       comp.compLogo     comp.compName comp.compScale  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png         某北京医药流通公司         50-99人   \n",
       " 1   5bfea0c574719d2aa34c074f03a.png     李氏大药厂(香港)有限公司       500-999人   \n",
       " 2   61b07937d0458d53c627567e02u.jpg    北京妙趣盒生文化传播有限公司         50-99人   \n",
       " 3   61a5bb22f96ca95918aa2e9206u.png      广东森宝文化实业有限公司     1000-2000人   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png         某国内制药上市公司     2000-5000人   \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png          某贸易进出口公司          1-49人   \n",
       " 6   61b07937d0458d53c627567e02u.jpg    广州智都投资控股集团有限公司         50-99人   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司       100-499人   \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png          运营商全资子公司       100-499人   \n",
       " 9   634f899ab0584d35822417cb06u.png   文峰荟(广州)企业管理有限公司       500-999人   \n",
       " 10  60096cb986ddfd21f7c973d408u.png              致景科技     2000-5000人   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司     2000-5000人   \n",
       " 12  60af42bdd7e0220766018e7304u.png              丹霄技术       100-499人   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司                  \n",
       " 14  63da3c9d211aff1618cde20207u.png            恒鼎文化传媒          1-49人   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png     某广州大型专业技术服务公司       500-999人   \n",
       " 16  62860cf27933ee37f03c289902u.png              高重科技       100-499人   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司       100-499人   \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司       100-499人   \n",
       " 19  5bfe91b674719d35745ae24c03a.png              凯普生物     2000-5000人   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司     2000-5000人   \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司       100-499人   \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png          知名港资快消集团     2000-5000人   \n",
       " 23  60f0012c66b5e17b60aa022905u.png               一品红       500-999人   \n",
       " 24  5bfe91e274719d35745aeb5b03a.png              恒赢智航    5000-10000人   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司       100-499人   \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png      某广州计算机软件上市公司    5000-10000人   \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png     某大型基金/证券/期货公司     2000-5000人   \n",
       " 28  5bfe95c674719df0ac98e51303a.png              视源股份    5000-10000人   \n",
       " 29  5bfe900574719d35745a8df003a.png        广州银行股份有限公司    5000-10000人   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png        某大型知名互联网公司     1000-2000人   \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png  某深圳电子/半导体/集成电路公司                  \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png         某宁波电子商务公司       100-499人   \n",
       " 33  5ec39993f2540204574caa5008u.jpg              汤臣倍健     2000-5000人   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png         某广州知名上市公司    5000-10000人   \n",
       " 35  62d900a5068a783307d8850402u.png      建信金融科技有限责任公司    5000-10000人   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png             某安防公司       100-499人   \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png           某国内制药公司       100-499人   \n",
       " 38  5bfe9c5774719df0ac9a31bc03a.png              越亮传奇       500-999人   \n",
       " 39  6407f5d3a62c5e5a8dcc4aeb06u.png             泰容亿科技                  \n",
       " \n",
       "                                    comp.link comp.compIndustry  \\\n",
       " 0                                                         医药流通   \n",
       " 1    https://www.liepin.com/company/9510141/                制药   \n",
       " 2   https://www.liepin.com/company/12846035/               NaN   \n",
       " 3   https://www.liepin.com/company/13001749/               工艺品   \n",
       " 4                                                     食品/饮料/酒水   \n",
       " 5                                                       贸易/进出口   \n",
       " 6   https://www.liepin.com/company/13183547/           其他商务服务业   \n",
       " 7                                                          互联网   \n",
       " 8                                                   内容(音视频/阅读)   \n",
       " 9   https://www.liepin.com/company/13297665/              电子商务   \n",
       " 10   https://www.liepin.com/company/8448877/              电子商务   \n",
       " 11                                                    食品/饮料/酒水   \n",
       " 12   https://www.liepin.com/company/9886227/              电子商务   \n",
       " 13                                                         互联网   \n",
       " 14  https://www.liepin.com/company/13393455/             文化艺术业   \n",
       " 15                                                      专业技术服务   \n",
       " 16   https://www.liepin.com/company/9368549/              人工智能   \n",
       " 17                                                        IT服务   \n",
       " 18                                                        IT服务   \n",
       " 19   https://www.liepin.com/company/8086509/                制药   \n",
       " 20                                                    食品/饮料/酒水   \n",
       " 21                                                        IT服务   \n",
       " 22                                                    食品/饮料/日化   \n",
       " 23   https://www.liepin.com/company/8788514/                制药   \n",
       " 24   https://www.liepin.com/company/9600943/              IT服务   \n",
       " 25                                                        IT服务   \n",
       " 26                                                       计算机软件   \n",
       " 27                                                    基金/证券/期货   \n",
       " 28   https://www.liepin.com/company/7854025/             计算机软件   \n",
       " 29   https://www.liepin.com/company/6017109/                银行   \n",
       " 30                                                         互联网   \n",
       " 31                                                 电子/半导体/集成电路   \n",
       " 32                                                        电子商务   \n",
       " 33   https://www.liepin.com/company/8080810/          食品/饮料/酒水   \n",
       " 34                                                       计算机软件   \n",
       " 35   https://www.liepin.com/company/9749905/             计算机软件   \n",
       " 36                                                        智能安防   \n",
       " 37                                                          制药   \n",
       " 38   https://www.liepin.com/company/1327734/               互联网   \n",
       " 39  https://www.liepin.com/company/13450471/              电子商务   \n",
       " \n",
       "                                            job.labels  job.salary  ...  \\\n",
       " 0                                                  []      15-20k  ...   \n",
       " 1                                                  []      20-35k  ...   \n",
       " 2                                              [数据分析]      10-15k  ...   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]      10-15k  ...   \n",
       " 4                                                  []      25-35k  ...   \n",
       " 5                                                  []  12-20k·13薪  ...   \n",
       " 6                                                  []      10-20k  ...   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]  20-35k·14薪  ...   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]  20-25k·15薪  ...   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]      20-30k  ...   \n",
       " 10                                             [架构设计]      16-35k  ...   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...  16-22k·15薪  ...   \n",
       " 12                                       [c端产品, 数据分析]      20-25k  ...   \n",
       " 13                                              [制造业]  25-30k·16薪  ...   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]       8-12k  ...   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  20-30k·15薪  ...   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...      15-30k  ...   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]      15-30k  ...   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]      26-30k  ...   \n",
       " 19                                 [产品设计, b端产品, 需求分析]      10-20k  ...   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...  16-22k·15薪  ...   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]      15-30k  ...   \n",
       " 22                                       [数据产品, 工具产品]  18-19k·15薪  ...   \n",
       " 23                                                 []      25-35k  ...   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...  20-50k·13薪  ...   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]      15-30k  ...   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]      30-60k  ...   \n",
       " 27                               [金融产品, to B, web端产品]      40-60k  ...   \n",
       " 28                                         [办公软件、工具类]  20-30k·13薪  ...   \n",
       " 29                                                 []      18-35k  ...   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]  15-20k·18薪  ...   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...  50-80k·16薪  ...   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]      15-25k  ...   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]        薪资面议  ...   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]  35-65k·16薪  ...   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]      15-25k  ...   \n",
       " 36                                                 []      15-30k  ...   \n",
       " 37                                                 []      15-30k  ...   \n",
       " 38                                            [计算机软件]      12-20k  ...   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]  20-25k·13薪  ...   \n",
       " \n",
       "    recruiter.recruiterName  recruiter.recruiterTitle  \\\n",
       " 0                      王女士                      猎头顾问   \n",
       " 1                      孟女士                             \n",
       " 2                      朱女士                      人资经理   \n",
       " 3                      陈女士                      招聘专员   \n",
       " 4                      汪女士                      猎头顾问   \n",
       " 5                      黄女士                      猎头顾问   \n",
       " 6                      齐女士                 人力资源经理/主管   \n",
       " 7                      邬女士                      猎头顾问   \n",
       " 8                      陈先生                      猎头顾问   \n",
       " 9                      王女士                      人事专员   \n",
       " 10                     庄女士                    储备项目经理   \n",
       " 11                     李女士                      猎头顾问   \n",
       " 12                     陈女士                             \n",
       " 13                     陈女士                      猎头顾问   \n",
       " 14                     唐女士                             \n",
       " 15                     郭女士                      猎头顾问   \n",
       " 16                     臧女士                      人事主管   \n",
       " 17                     胡女士                      猎头顾问   \n",
       " 18                     纪女士                      猎头顾问   \n",
       " 19                     许女士                        HR   \n",
       " 20                     李女士                      猎头顾问   \n",
       " 21                     胡女士                      猎头顾问   \n",
       " 22                     杨女士                      猎头顾问   \n",
       " 23                     杨先生                一品红药业集团管理员   \n",
       " 24                     潘女士                      招聘专员   \n",
       " 25                     胡女士                      猎头顾问   \n",
       " 26                     林先生                      猎头顾问   \n",
       " 27                     潘先生                      猎头顾问   \n",
       " 28                     李女士                     顾问(C)   \n",
       " 29                     孔女士                   总行人力资源部   \n",
       " 30                     林女士                      猎头顾问   \n",
       " 31                     孟女士                      猎头顾问   \n",
       " 32                     赵先生                      猎头顾问   \n",
       " 33                     田先生            人力资源招聘HRBP绩效经理   \n",
       " 34                     杨女士                      猎头顾问   \n",
       " 35                     谭女士                        HR   \n",
       " 36                     黎先生                      猎头顾问   \n",
       " 37                     李女士                      猎头顾问   \n",
       " 38                     赵女士                    人力资源专员   \n",
       " 39                     谭先生                    照明产品总监   \n",
       " \n",
       "                recruiter.recruiterId recruiter.chatted  \\\n",
       " 0   c9500f617e8709c5358439b263a1b094             False   \n",
       " 1   b1f35a95cd2f090b1c1c01adbf9e90f1             False   \n",
       " 2   cf01d8d7485481826ff0cb47906cd0c3             False   \n",
       " 3   37d22e9e32bcd9386756075cb8790a78             False   \n",
       " 4   a44defc4937cd01db202bbcbb63c7c75             False   \n",
       " 5   f47151fb4aacbf16827690e5f559968d             False   \n",
       " 6   9224e21535a0770f9d45710a02ad2182             False   \n",
       " 7   f06046ca920834767d2ca7799c8d3e58             False   \n",
       " 8   8674b61a5d3a243db7d203dbacf6355b             False   \n",
       " 9   e36552938188a1aad74c93eafadb8eb7             False   \n",
       " 10  0edff9f2bed18e31910319d799c6f231             False   \n",
       " 11  52229be8ed4151f64b65e1f549214846             False   \n",
       " 12  3c0fd732e6e278f10a3daa157d820ce0             False   \n",
       " 13  152ea0d1cc79245b5e0c2419e0c7889a             False   \n",
       " 14  8a3dae76bb73929dae2c75f2e9902c36             False   \n",
       " 15  a9aff57fed3ec7e95e9eb1137e0cb75f             False   \n",
       " 16  733059c92588c041f79ea0c10a8cbb1d             False   \n",
       " 17  7f0312f8db0c514ef1a8bbcb3a983750             False   \n",
       " 18  10f97c2455afd910fa874f00626b9602             False   \n",
       " 19  2f42fd874540276863bd63b74d34940c             False   \n",
       " 20  52229be8ed4151f64b65e1f549214846             False   \n",
       " 21  7f0312f8db0c514ef1a8bbcb3a983750             False   \n",
       " 22  0f67104d9d26e05a63878b22301425ad             False   \n",
       " 23  446fa8eec304cee5246608e7b5510cdd             False   \n",
       " 24  48f51445c66038af6c775cb4d7255adf             False   \n",
       " 25  7f0312f8db0c514ef1a8bbcb3a983750             False   \n",
       " 26  fe574404935c0d1e8b980cb130e246e9             False   \n",
       " 27  427acd357091d000fbd248da0a9beae7             False   \n",
       " 28  5c5868e999f36bcead5ac560c4a69325             False   \n",
       " 29  3b122e2eb0f3601c98d7c9d26a3a9d56             False   \n",
       " 30  5e8058dd221f3ba7f3197cbe382c253e             False   \n",
       " 31  854021dc244dfb22cecfce0dea5b4198             False   \n",
       " 32  790d3da71b57592a14c5890f16935246             False   \n",
       " 33  5553774e1dfc4bd94e578f26109225be             False   \n",
       " 34  6581aa01b636d0e08fdbddb1e0920cee             False   \n",
       " 35  425c4ebdbee0453e66ce3b2014455cb9             False   \n",
       " 36  8b3d08baae34b6ce32673941a4fb8bc6             False   \n",
       " 37  7ce77a824e1b312a4f998cd52ca0257a             False   \n",
       " 38  e8745aba1f44ddd621b2f8f304de3409             False   \n",
       " 39  482d5a8bdcbf0b5931990edb605ae190             False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   0950661f126a6a1ce77954e2c72cabb6                    2   \n",
       " 1   fdb297e5cdef0dd5613348042573671f                    2   \n",
       " 2   e92823ee8be379166e8893c9219f7e03                    2   \n",
       " 3   3856590f4c95362ab8186adbf6c31dd6                    2   \n",
       " 4   d4d255439c55db2fe7b184a1ccff1ea4                    2   \n",
       " 5   f1babf1239ec0f75a8576116ff288909                    2   \n",
       " 6   2e2678cb5cd647bb7ea58b95d93937d7                    2   \n",
       " 7   f3e9109e8225cee10e33f8ac54fbf39e                    2   \n",
       " 8   09769b50912e55a1be3900059d28d9fd                    2   \n",
       " 9   ae28de7e05e365ec4905a3841e4dc3ea                    2   \n",
       " 10  1ff91052738743e19809d03804875792                    2   \n",
       " 11  47c7281c664c4cfbdfb6df235db455f2                    2   \n",
       " 12  091704632b0de49d10eee5f74aeb3ab8                    2   \n",
       " 13  57d1feab0f44c5a4337193710fe42056                    2   \n",
       " 14  0b64e00a67b1d9a5e4b537e9b7803e4b                    2   \n",
       " 15  88fc68c3e5aa2b3bf4067025f1d6ce6f                    2   \n",
       " 16  6b598284f809685dd6a9d1214a39013b                    2   \n",
       " 17  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 18  84bda8083fce65928f669bb17ec3d8eb                    2   \n",
       " 19  8951c85dd8b85b3c062c1b1ee9c7454d                    2   \n",
       " 20  47c7281c664c4cfbdfb6df235db455f2                    2   \n",
       " 21  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 22  6562ab6805ed6c31063dfc1b00f6daab                    2   \n",
       " 23  2edd5d384c7f34508d1ff84e0a6c6898                    2   \n",
       " 24  7054bea032224cbe4a7a04e7d95591ea                    2   \n",
       " 25  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 26  684fde117e1cc80562cb88e0a323364d                    2   \n",
       " 27  58a1a30e81a9f4892980490a0cdf2257                    2   \n",
       " 28  3d984b48faf63c3239e48140c0193d97                    2   \n",
       " 29  a59effad6b4824f024eff958a002fd93                    2   \n",
       " 30  96bc5ac5f2ea72f19941166e65ebdb6f                    2   \n",
       " 31  df3f892a076757bf99c4538f2a55bd77                    2   \n",
       " 32  b69495e1f8cfa827dfb6df235db455f2                    2   \n",
       " 33  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 34  8a56296a046a659e01ab80e4a8b96567                    2   \n",
       " 35  2879a93a141a991dd1ab17cab7c5f1ad                    2   \n",
       " 36  a75b25f528b30730337193710fe42056                    2   \n",
       " 37  0168b7090abcfb8e5d887c62117912b0                    2   \n",
       " 38  3b37f6bb027ba58b78f5885b11a76839                    2   \n",
       " 39  74319f538e9a62649a60b5cc1b6a8566                    2   \n",
       " \n",
       "             recruiter.recruiterPhoto comp.compId job.pcOuterLink  \\\n",
       " 0    63fc55f5f6f3654cff90476303u.png         NaN             NaN   \n",
       " 1    5f8f9863f6d1ab58476f246a08u.jpg   9510141.0                   \n",
       " 2    5f8f9863f6d1ab58476f246a08u.jpg  12846035.0                   \n",
       " 3    5f8f9866dfb13a7dee342f1808u.jpg  13001749.0                   \n",
       " 4    6239435dbf25ff5ff20a8e5605u.jpg         NaN             NaN   \n",
       " 5    60f7762017b23e15ed84a9a008u.jpg         NaN             NaN   \n",
       " 6    5f8f9865ea60860b75384fa508u.jpg  13183547.0                   \n",
       " 7    6144210d021e5332beb3eaa601u.png         NaN             NaN   \n",
       " 8    6100ba7999bae10d052ceaa608u.png         NaN             NaN   \n",
       " 9    5f8f9865ea60860b75384fa508u.jpg  13297665.0                   \n",
       " 10   5f8f98648dbe6273dcf8515508u.jpg   8448877.0                   \n",
       " 11   612f3bce95c03625d0aa7d1a04u.jpg         NaN             NaN   \n",
       " 12   5f8f986779c7cc70efbf36c008u.jpg   9886227.0                   \n",
       " 13   6041904cac649a4e4185175f05u.png         NaN             NaN   \n",
       " 14   5f8f986779c7cc70efbf36c008u.jpg  13393455.0                   \n",
       " 15   628c33a6256da95d600ec7a305u.jpg         NaN             NaN   \n",
       " 16  63749d37ea177d16a68dcfd601u.jpeg   9368549.0                   \n",
       " 17   5f8fa3bddfb13a7dee343d7608u.png         NaN             NaN   \n",
       " 18   642e8e49de25b83c3c8d509707u.png         NaN             NaN   \n",
       " 19   54d1e78d712eb4f6b84c788f02c.jpg   8086509.0                   \n",
       " 20   612f3bce95c03625d0aa7d1a04u.jpg         NaN             NaN   \n",
       " 21   5f8fa3bddfb13a7dee343d7608u.png         NaN             NaN   \n",
       " 22  636899c231cd614a2518fd6603u.jpeg         NaN             NaN   \n",
       " 23   5f8f986aea60860b75384fab08u.jpg   8788514.0                   \n",
       " 24   5f8f98648dbe6273dcf8515508u.jpg   9600943.0                   \n",
       " 25   5f8fa3bddfb13a7dee343d7608u.png         NaN             NaN   \n",
       " 26   60594891e67dd642e66167e607u.jpg         NaN             NaN   \n",
       " 27   5f8fa3a679c7cc70efbf444e08u.png         NaN             NaN   \n",
       " 28   5f8f98648dbe6273dcf8515508u.jpg   7854025.0                   \n",
       " 29   5f8f986779c7cc70efbf36c008u.jpg   6017109.0                   \n",
       " 30   61763c997ee42471be22de7101u.png         NaN             NaN   \n",
       " 31   641a757dffdf96787e4eef0105u.png         NaN             NaN   \n",
       " 32   60aef83a1d480101d4219a6e07u.png         NaN             NaN   \n",
       " 33   5f8f986c79c7cc70efbf36c808u.jpg   8080810.0                   \n",
       " 34   623ad357dba87875df4a0eee03u.png         NaN             NaN   \n",
       " 35   5f8f9865ea60860b75384fa508u.jpg   9749905.0                   \n",
       " 36   5fc838b87d6477448762618c01u.png         NaN             NaN   \n",
       " 37   5f8fa3bddfb13a7dee343d7608u.png         NaN             NaN   \n",
       " 38   54d1e761712e7147fd8062c902c.jpg   1327734.0                   \n",
       " 39   5f8f9868f6d1ab58476f24a008u.jpg  13450471.0                   \n",
       " \n",
       "    job.h5OuterLink  \n",
       " 0              NaN  \n",
       " 1                   \n",
       " 2                   \n",
       " 3                   \n",
       " 4              NaN  \n",
       " 5              NaN  \n",
       " 6                   \n",
       " 7              NaN  \n",
       " 8              NaN  \n",
       " 9                   \n",
       " 10                  \n",
       " 11             NaN  \n",
       " 12                  \n",
       " 13             NaN  \n",
       " 14                  \n",
       " 15             NaN  \n",
       " 16                  \n",
       " 17             NaN  \n",
       " 18             NaN  \n",
       " 19                  \n",
       " 20             NaN  \n",
       " 21             NaN  \n",
       " 22             NaN  \n",
       " 23                  \n",
       " 24                  \n",
       " 25             NaN  \n",
       " 26             NaN  \n",
       " 27             NaN  \n",
       " 28                  \n",
       " 29                  \n",
       " 30             NaN  \n",
       " 31             NaN  \n",
       " 32             NaN  \n",
       " 33                  \n",
       " 34             NaN  \n",
       " 35                  \n",
       " 36             NaN  \n",
       " 37             NaN  \n",
       " 38                  \n",
       " 39                  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"王女士\",\"imId\":\"0950661f126a6a1...   \n",
       " 1   {\"recruiterName\":\"孟女士\",\"imId\":\"fdb297e5cdef0dd...   \n",
       " 2   {\"recruiterName\":\"朱女士\",\"imId\":\"e92823ee8be3791...   \n",
       " 3   {\"recruiterName\":\"陈女士\",\"imId\":\"3856590f4c95362...   \n",
       " 4   {\"recruiterName\":\"汪女士\",\"imId\":\"d4d255439c55db2...   \n",
       " 5   {\"recruiterName\":\"黄女士\",\"imId\":\"f1babf1239ec0f7...   \n",
       " 6   {\"recruiterName\":\"齐女士\",\"imId\":\"2e2678cb5cd647b...   \n",
       " 7   {\"recruiterName\":\"邬女士\",\"imId\":\"f3e9109e8225cee...   \n",
       " 8   {\"recruiterName\":\"陈先生\",\"imId\":\"09769b50912e55a...   \n",
       " 9   {\"recruiterName\":\"王女士\",\"imId\":\"ae28de7e05e365e...   \n",
       " 10  {\"recruiterName\":\"庄女士\",\"imId\":\"1ff91052738743e...   \n",
       " 11  {\"recruiterName\":\"李女士\",\"imId\":\"47c7281c664c4cf...   \n",
       " 12  {\"recruiterName\":\"陈女士\",\"imId\":\"091704632b0de49...   \n",
       " 13  {\"recruiterName\":\"陈女士\",\"imId\":\"57d1feab0f44c5a...   \n",
       " 14  {\"recruiterName\":\"唐女士\",\"imId\":\"0b64e00a67b1d9a...   \n",
       " 15  {\"recruiterName\":\"郭女士\",\"imId\":\"88fc68c3e5aa2b3...   \n",
       " 16  {\"recruiterName\":\"臧女士\",\"imId\":\"6b598284f809685...   \n",
       " 17  {\"recruiterName\":\"胡女士\",\"imId\":\"20885e870931c56...   \n",
       " 18  {\"recruiterName\":\"纪女士\",\"imId\":\"84bda8083fce659...   \n",
       " 19  {\"recruiterName\":\"许女士\",\"imId\":\"8951c85dd8b85b3...   \n",
       " 20  {\"recruiterName\":\"李女士\",\"imId\":\"47c7281c664c4cf...   \n",
       " 21  {\"recruiterName\":\"胡女士\",\"imId\":\"20885e870931c56...   \n",
       " 22  {\"recruiterName\":\"杨女士\",\"imId\":\"6562ab6805ed6c3...   \n",
       " 23  {\"recruiterName\":\"杨先生\",\"imId\":\"2edd5d384c7f345...   \n",
       " 24  {\"recruiterName\":\"潘女士\",\"imId\":\"7054bea032224cb...   \n",
       " 25  {\"recruiterName\":\"胡女士\",\"imId\":\"20885e870931c56...   \n",
       " 26  {\"recruiterName\":\"林先生\",\"imId\":\"684fde117e1cc80...   \n",
       " 27  {\"recruiterName\":\"潘先生\",\"imId\":\"58a1a30e81a9f48...   \n",
       " 28  {\"recruiterName\":\"李女士\",\"imId\":\"3d984b48faf63c3...   \n",
       " 29  {\"recruiterName\":\"孔女士\",\"imId\":\"a59effad6b4824f...   \n",
       " 30  {\"recruiterName\":\"林女士\",\"imId\":\"96bc5ac5f2ea72f...   \n",
       " 31  {\"recruiterName\":\"孟女士\",\"imId\":\"df3f892a076757b...   \n",
       " 32  {\"recruiterName\":\"赵先生\",\"imId\":\"b69495e1f8cfa82...   \n",
       " 33  {\"recruiterName\":\"田先生\",\"imId\":\"3d916811f6aedd6...   \n",
       " 34  {\"recruiterName\":\"杨女士\",\"imId\":\"8a56296a046a659...   \n",
       " 35  {\"recruiterName\":\"谭女士\",\"imId\":\"2879a93a141a991...   \n",
       " 36  {\"recruiterName\":\"黎先生\",\"imId\":\"a75b25f528b3073...   \n",
       " 37  {\"recruiterName\":\"李女士\",\"imId\":\"0168b7090abcfb8...   \n",
       " 38  {\"recruiterName\":\"赵女士\",\"imId\":\"3b37f6bb027ba58...   \n",
       " 39  {\"recruiterName\":\"谭先生\",\"imId\":\"74319f538e9a626...   \n",
       " \n",
       "                                              dataInfo     comp.compName  \\\n",
       " 0   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...         某北京医药流通公司   \n",
       " 1   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...     李氏大药厂(香港)有限公司   \n",
       " 2   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...    北京妙趣盒生文化传播有限公司   \n",
       " 3   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...      广东森宝文化实业有限公司   \n",
       " 4   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...         某国内制药上市公司   \n",
       " 5   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...          某贸易进出口公司   \n",
       " 6   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...    广州智都投资控股集团有限公司   \n",
       " 7   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...          某广州互联网公司   \n",
       " 8   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...          运营商全资子公司   \n",
       " 9   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   文峰荟(广州)企业管理有限公司   \n",
       " 10  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...              致景科技   \n",
       " 11  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   某国内大型食品/饮料/酒水公司   \n",
       " 12  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...              丹霄技术   \n",
       " 13  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...          某广州互联网公司   \n",
       " 14  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...            恒鼎文化传媒   \n",
       " 15  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...     某广州大型专业技术服务公司   \n",
       " 16  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...              高重科技   \n",
       " 17  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...         某广州IT服务公司   \n",
       " 18  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...         某广州IT服务公司   \n",
       " 19  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...              凯普生物   \n",
       " 20  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   某国内大型食品/饮料/酒水公司   \n",
       " 21  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...         某广州IT服务公司   \n",
       " 22  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...          知名港资快消集团   \n",
       " 23  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...               一品红   \n",
       " 24  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...              恒赢智航   \n",
       " 25  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...         某广州IT服务公司   \n",
       " 26  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...      某广州计算机软件上市公司   \n",
       " 27  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...     某大型基金/证券/期货公司   \n",
       " 28  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...              视源股份   \n",
       " 29  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...        广州银行股份有限公司   \n",
       " 30  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...        某大型知名互联网公司   \n",
       " 31  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...  某深圳电子/半导体/集成电路公司   \n",
       " 32  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...         某宁波电子商务公司   \n",
       " 33  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...              汤臣倍健   \n",
       " 34  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...         某广州知名上市公司   \n",
       " 35  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...      建信金融科技有限责任公司   \n",
       " 36  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...             某安防公司   \n",
       " 37  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...           某国内制药公司   \n",
       " 38  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...              越亮传奇   \n",
       " 39  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...             泰容亿科技   \n",
       " \n",
       "    comp.compScale comp.compIndustry comp.compStage  \\\n",
       " 0          50-99人              医药流通          融资未公开   \n",
       " 1        500-999人                制药            NaN   \n",
       " 2          50-99人               NaN            NaN   \n",
       " 3      1000-2000人               工艺品            NaN   \n",
       " 4      2000-5000人          食品/饮料/酒水            已上市   \n",
       " 5           1-49人            贸易/进出口          融资未公开   \n",
       " 6          50-99人           其他商务服务业          融资未公开   \n",
       " 7        100-499人               互联网          不需要融资   \n",
       " 8        100-499人        内容(音视频/阅读)          融资未公开   \n",
       " 9        500-999人              电子商务            NaN   \n",
       " 10     2000-5000人              电子商务             D轮   \n",
       " 11     2000-5000人          食品/饮料/酒水          融资未公开   \n",
       " 12       100-499人              电子商务            NaN   \n",
       " 13                              互联网            NaN   \n",
       " 14          1-49人             文化艺术业            NaN   \n",
       " 15       500-999人            专业技术服务             A轮   \n",
       " 16       100-499人              人工智能             C轮   \n",
       " 17       100-499人              IT服务            NaN   \n",
       " 18       100-499人              IT服务            NaN   \n",
       " 19     2000-5000人                制药         沪深A股上市   \n",
       " 20     2000-5000人          食品/饮料/酒水          融资未公开   \n",
       " 21       100-499人              IT服务            NaN   \n",
       " 22     2000-5000人          食品/饮料/日化          融资未公开   \n",
       " 23       500-999人                制药         沪深A股上市   \n",
       " 24    5000-10000人              IT服务       其他股票市场上市   \n",
       " 25       100-499人              IT服务            NaN   \n",
       " 26    5000-10000人             计算机软件            已上市   \n",
       " 27     2000-5000人          基金/证券/期货           战略融资   \n",
       " 28    5000-10000人             计算机软件         沪深A股上市   \n",
       " 29    5000-10000人                银行            NaN   \n",
       " 30     1000-2000人               互联网          融资未公开   \n",
       " 31                      电子/半导体/集成电路            NaN   \n",
       " 32       100-499人              电子商务          融资未公开   \n",
       " 33     2000-5000人          食品/饮料/酒水         沪深A股上市   \n",
       " 34    5000-10000人             计算机软件            已上市   \n",
       " 35    5000-10000人             计算机软件            NaN   \n",
       " 36       100-499人              智能安防          融资未公开   \n",
       " 37       100-499人                制药          融资未公开   \n",
       " 38       500-999人               互联网            NaN   \n",
       " 39                             电子商务            NaN   \n",
       " \n",
       "                       comp.compLogo                                 comp.link  \\\n",
       " 0   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 1   5bfea0c574719d2aa34c074f03a.png   https://www.liepin.com/company/9510141/   \n",
       " 2   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/12846035/   \n",
       " 3   61a5bb22f96ca95918aa2e9206u.png  https://www.liepin.com/company/13001749/   \n",
       " 4   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 5   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 6   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13183547/   \n",
       " 7   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 8   60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 9   634f899ab0584d35822417cb06u.png  https://www.liepin.com/company/13297665/   \n",
       " 10  60096cb986ddfd21f7c973d408u.png   https://www.liepin.com/company/8448877/   \n",
       " 11  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 12  60af42bdd7e0220766018e7304u.png   https://www.liepin.com/company/9886227/   \n",
       " 13  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 14  63da3c9d211aff1618cde20207u.png  https://www.liepin.com/company/13393455/   \n",
       " 15  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 16  62860cf27933ee37f03c289902u.png   https://www.liepin.com/company/9368549/   \n",
       " 17  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 18  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 19  5bfe91b674719d35745ae24c03a.png   https://www.liepin.com/company/8086509/   \n",
       " 20  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 21  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 22  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 23  60f0012c66b5e17b60aa022905u.png   https://www.liepin.com/company/8788514/   \n",
       " 24  5bfe91e274719d35745aeb5b03a.png   https://www.liepin.com/company/9600943/   \n",
       " 25  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 26  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 27  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 28  5bfe95c674719df0ac98e51303a.png   https://www.liepin.com/company/7854025/   \n",
       " 29  5bfe900574719d35745a8df003a.png   https://www.liepin.com/company/6017109/   \n",
       " 30  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 31  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 32  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 33  5ec39993f2540204574caa5008u.jpg   https://www.liepin.com/company/8080810/   \n",
       " 34  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 35  62d900a5068a783307d8850402u.png   https://www.liepin.com/company/9749905/   \n",
       " 36  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 37  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       " 38  5bfe9c5774719df0ac9a31bc03a.png   https://www.liepin.com/company/1327734/   \n",
       " 39  6407f5d3a62c5e5a8dcc4aeb06u.png  https://www.liepin.com/company/13450471/   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                                  []   \n",
       " 1                                                  []   \n",
       " 2                                              [数据分析]   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]   \n",
       " 4                                                  []   \n",
       " 5                                                  []   \n",
       " 6                                                  []   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]   \n",
       " 10                                             [架构设计]   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...   \n",
       " 12                                       [c端产品, 数据分析]   \n",
       " 13                                              [制造业]   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]   \n",
       " 19                                 [产品设计, b端产品, 需求分析]   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]   \n",
       " 22                                       [数据产品, 工具产品]   \n",
       " 23                                                 []   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]   \n",
       " 27                               [金融产品, to B, web端产品]   \n",
       " 28                                         [办公软件、工具类]   \n",
       " 29                                                 []   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]   \n",
       " 36                                                 []   \n",
       " 37                                                 []   \n",
       " 38                                            [计算机软件]   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]   \n",
       " \n",
       "                        job.title  ...  recruiter.recruiterName  \\\n",
       " 0                         医药产品经理  ...                      王女士   \n",
       " 1                        产品经理-肿瘤  ...                      孟女士   \n",
       " 2                       潮玩盲盒产品经理  ...                      朱女士   \n",
       " 3                           产品经理  ...                      陈女士   \n",
       " 4                         电商产品经理  ...                      汪女士   \n",
       " 5                           品质PM  ...                      黄女士   \n",
       " 6                广花融资担保公司（筹）产品经理  ...                      齐女士   \n",
       " 7                      B端供应链产品经理  ...                      邬女士   \n",
       " 8                         高级产品经理  ...                      陈先生   \n",
       " 9                           产品经理  ...                      王女士   \n",
       " 10              产品经理（支付）(J11223)  ...                      庄女士   \n",
       " 11                      AI应用产品经理  ...                      李女士   \n",
       " 12                          产品经理  ...                      陈女士   \n",
       " 13                       MES产品经理  ...                      陈女士   \n",
       " 14                     文创产品经理/主管  ...                      唐女士   \n",
       " 15                    数据产品经理（中台）  ...                      郭女士   \n",
       " 16                        民航产品经理  ...                      臧女士   \n",
       " 17                    产品经理（商品中心）  ...                      胡女士   \n",
       " 18            产品经理（预售，员工分销）-国企正编  ...                      纪女士   \n",
       " 19                          产品经理  ...                      许女士   \n",
       " 20  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）  ...                      李女士   \n",
       " 21                    产品经理（商品中心）  ...                      胡女士   \n",
       " 22                     AI应用产品经理   ...                      杨女士   \n",
       " 23                          产品经理  ...                      杨先生   \n",
       " 24                          产品经理  ...                      潘女士   \n",
       " 25                          产品经理  ...                      胡女士   \n",
       " 26                          产品经理  ...                      林先生   \n",
       " 27                        高级产品经理  ...                      潘先生   \n",
       " 28                        高级产品经理  ...                      李女士   \n",
       " 29                         产品经理岗  ...                      孔女士   \n",
       " 30                    产品经理（数据方向）  ...                      林女士   \n",
       " 31                          产品经理  ...                      孟女士   \n",
       " 32                      垂直电商产品经理  ...                      赵先生   \n",
       " 33                  产品经理(J11093)  ...                      田先生   \n",
       " 34                      海外软件产品经理  ...                      杨女士   \n",
       " 35         产品经理-安全方向（广州）(J11694)  ...                      谭女士   \n",
       " 36                          产品经理  ...                      黎先生   \n",
       " 37                          产品经理  ...                      李女士   \n",
       " 38                       物联网产品经理  ...                      赵女士   \n",
       " 39                        照明产品经理  ...                      谭先生   \n",
       " \n",
       "    recruiter.recruiterTitle recruiter.chatted  \\\n",
       " 0                      猎头顾问             False   \n",
       " 1                                       False   \n",
       " 2                      人资经理             False   \n",
       " 3                      招聘专员             False   \n",
       " 4                      猎头顾问             False   \n",
       " 5                      猎头顾问             False   \n",
       " 6                 人力资源经理/主管             False   \n",
       " 7                      猎头顾问             False   \n",
       " 8                      猎头顾问             False   \n",
       " 9                      人事专员             False   \n",
       " 10                   储备项目经理             False   \n",
       " 11                     猎头顾问             False   \n",
       " 12                                      False   \n",
       " 13                     猎头顾问             False   \n",
       " 14                                      False   \n",
       " 15                     猎头顾问             False   \n",
       " 16                     人事主管             False   \n",
       " 17                     猎头顾问             False   \n",
       " 18                     猎头顾问             False   \n",
       " 19                       HR             False   \n",
       " 20                     猎头顾问             False   \n",
       " 21                     猎头顾问             False   \n",
       " 22                     猎头顾问             False   \n",
       " 23               一品红药业集团管理员             False   \n",
       " 24                     招聘专员             False   \n",
       " 25                     猎头顾问             False   \n",
       " 26                     猎头顾问             False   \n",
       " 27                     猎头顾问             False   \n",
       " 28                    顾问(C)             False   \n",
       " 29                  总行人力资源部             False   \n",
       " 30                     猎头顾问             False   \n",
       " 31                     猎头顾问             False   \n",
       " 32                     猎头顾问             False   \n",
       " 33           人力资源招聘HRBP绩效经理             False   \n",
       " 34                     猎头顾问             False   \n",
       " 35                       HR             False   \n",
       " 36                     猎头顾问             False   \n",
       " 37                     猎头顾问             False   \n",
       " 38                   人力资源专员             False   \n",
       " 39                   照明产品总监             False   \n",
       " \n",
       "                       recruiter.imId recruiter.imUserType  \\\n",
       " 0   0950661f126a6a1ce77954e2c72cabb6                    2   \n",
       " 1   fdb297e5cdef0dd5613348042573671f                    2   \n",
       " 2   e92823ee8be379166e8893c9219f7e03                    2   \n",
       " 3   3856590f4c95362ab8186adbf6c31dd6                    2   \n",
       " 4   d4d255439c55db2fe7b184a1ccff1ea4                    2   \n",
       " 5   f1babf1239ec0f75a8576116ff288909                    2   \n",
       " 6   2e2678cb5cd647bb7ea58b95d93937d7                    2   \n",
       " 7   f3e9109e8225cee10e33f8ac54fbf39e                    2   \n",
       " 8   09769b50912e55a1be3900059d28d9fd                    2   \n",
       " 9   ae28de7e05e365ec4905a3841e4dc3ea                    2   \n",
       " 10  1ff91052738743e19809d03804875792                    2   \n",
       " 11  47c7281c664c4cfbdfb6df235db455f2                    2   \n",
       " 12  091704632b0de49d10eee5f74aeb3ab8                    2   \n",
       " 13  57d1feab0f44c5a4337193710fe42056                    2   \n",
       " 14  0b64e00a67b1d9a5e4b537e9b7803e4b                    2   \n",
       " 15  88fc68c3e5aa2b3bf4067025f1d6ce6f                    2   \n",
       " 16  6b598284f809685dd6a9d1214a39013b                    2   \n",
       " 17  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 18  84bda8083fce65928f669bb17ec3d8eb                    2   \n",
       " 19  8951c85dd8b85b3c062c1b1ee9c7454d                    2   \n",
       " 20  47c7281c664c4cfbdfb6df235db455f2                    2   \n",
       " 21  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 22  6562ab6805ed6c31063dfc1b00f6daab                    2   \n",
       " 23  2edd5d384c7f34508d1ff84e0a6c6898                    2   \n",
       " 24  7054bea032224cbe4a7a04e7d95591ea                    2   \n",
       " 25  20885e870931c562fdb0a7e165355a7f                    2   \n",
       " 26  684fde117e1cc80562cb88e0a323364d                    2   \n",
       " 27  58a1a30e81a9f4892980490a0cdf2257                    2   \n",
       " 28  3d984b48faf63c3239e48140c0193d97                    2   \n",
       " 29  a59effad6b4824f024eff958a002fd93                    2   \n",
       " 30  96bc5ac5f2ea72f19941166e65ebdb6f                    2   \n",
       " 31  df3f892a076757bf99c4538f2a55bd77                    2   \n",
       " 32  b69495e1f8cfa827dfb6df235db455f2                    2   \n",
       " 33  3d916811f6aedd61ef38cb0ce6f46cd7                    2   \n",
       " 34  8a56296a046a659e01ab80e4a8b96567                    2   \n",
       " 35  2879a93a141a991dd1ab17cab7c5f1ad                    2   \n",
       " 36  a75b25f528b30730337193710fe42056                    2   \n",
       " 37  0168b7090abcfb8e5d887c62117912b0                    2   \n",
       " 38  3b37f6bb027ba58b78f5885b11a76839                    2   \n",
       " 39  74319f538e9a62649a60b5cc1b6a8566                    2   \n",
       " \n",
       "                recruiter.recruiterId          recruiter.recruiterPhoto  \\\n",
       " 0   c9500f617e8709c5358439b263a1b094   63fc55f5f6f3654cff90476303u.png   \n",
       " 1   b1f35a95cd2f090b1c1c01adbf9e90f1   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 2   cf01d8d7485481826ff0cb47906cd0c3   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 3   37d22e9e32bcd9386756075cb8790a78   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 4   a44defc4937cd01db202bbcbb63c7c75   6239435dbf25ff5ff20a8e5605u.jpg   \n",
       " 5   f47151fb4aacbf16827690e5f559968d   60f7762017b23e15ed84a9a008u.jpg   \n",
       " 6   9224e21535a0770f9d45710a02ad2182   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 7   f06046ca920834767d2ca7799c8d3e58   6144210d021e5332beb3eaa601u.png   \n",
       " 8   8674b61a5d3a243db7d203dbacf6355b   6100ba7999bae10d052ceaa608u.png   \n",
       " 9   e36552938188a1aad74c93eafadb8eb7   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 10  0edff9f2bed18e31910319d799c6f231   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11  52229be8ed4151f64b65e1f549214846   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 12  3c0fd732e6e278f10a3daa157d820ce0   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 13  152ea0d1cc79245b5e0c2419e0c7889a   6041904cac649a4e4185175f05u.png   \n",
       " 14  8a3dae76bb73929dae2c75f2e9902c36   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 15  a9aff57fed3ec7e95e9eb1137e0cb75f   628c33a6256da95d600ec7a305u.jpg   \n",
       " 16  733059c92588c041f79ea0c10a8cbb1d  63749d37ea177d16a68dcfd601u.jpeg   \n",
       " 17  7f0312f8db0c514ef1a8bbcb3a983750   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 18  10f97c2455afd910fa874f00626b9602   642e8e49de25b83c3c8d509707u.png   \n",
       " 19  2f42fd874540276863bd63b74d34940c   54d1e78d712eb4f6b84c788f02c.jpg   \n",
       " 20  52229be8ed4151f64b65e1f549214846   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 21  7f0312f8db0c514ef1a8bbcb3a983750   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 22  0f67104d9d26e05a63878b22301425ad  636899c231cd614a2518fd6603u.jpeg   \n",
       " 23  446fa8eec304cee5246608e7b5510cdd   5f8f986aea60860b75384fab08u.jpg   \n",
       " 24  48f51445c66038af6c775cb4d7255adf   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25  7f0312f8db0c514ef1a8bbcb3a983750   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 26  fe574404935c0d1e8b980cb130e246e9   60594891e67dd642e66167e607u.jpg   \n",
       " 27  427acd357091d000fbd248da0a9beae7   5f8fa3a679c7cc70efbf444e08u.png   \n",
       " 28  5c5868e999f36bcead5ac560c4a69325   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 29  3b122e2eb0f3601c98d7c9d26a3a9d56   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 30  5e8058dd221f3ba7f3197cbe382c253e   61763c997ee42471be22de7101u.png   \n",
       " 31  854021dc244dfb22cecfce0dea5b4198   641a757dffdf96787e4eef0105u.png   \n",
       " 32  790d3da71b57592a14c5890f16935246   60aef83a1d480101d4219a6e07u.png   \n",
       " 33  5553774e1dfc4bd94e578f26109225be   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 34  6581aa01b636d0e08fdbddb1e0920cee   623ad357dba87875df4a0eee03u.png   \n",
       " 35  425c4ebdbee0453e66ce3b2014455cb9   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 36  8b3d08baae34b6ce32673941a4fb8bc6   5fc838b87d6477448762618c01u.png   \n",
       " 37  7ce77a824e1b312a4f998cd52ca0257a   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 38  e8745aba1f44ddd621b2f8f304de3409   54d1e761712e7147fd8062c902c.jpg   \n",
       " 39  482d5a8bdcbf0b5931990edb605ae190   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " \n",
       "     comp.compId job.pcOuterLink job.h5OuterLink  \n",
       " 0           NaN             NaN             NaN  \n",
       " 1     9510141.0                                  \n",
       " 2    12846035.0                                  \n",
       " 3    13001749.0                                  \n",
       " 4           NaN             NaN             NaN  \n",
       " 5           NaN             NaN             NaN  \n",
       " 6    13183547.0                                  \n",
       " 7           NaN             NaN             NaN  \n",
       " 8           NaN             NaN             NaN  \n",
       " 9    13297665.0                                  \n",
       " 10    8448877.0                                  \n",
       " 11          NaN             NaN             NaN  \n",
       " 12    9886227.0                                  \n",
       " 13          NaN             NaN             NaN  \n",
       " 14   13393455.0                                  \n",
       " 15          NaN             NaN             NaN  \n",
       " 16    9368549.0                                  \n",
       " 17          NaN             NaN             NaN  \n",
       " 18          NaN             NaN             NaN  \n",
       " 19    8086509.0                                  \n",
       " 20          NaN             NaN             NaN  \n",
       " 21          NaN             NaN             NaN  \n",
       " 22          NaN             NaN             NaN  \n",
       " 23    8788514.0                                  \n",
       " 24    9600943.0                                  \n",
       " 25          NaN             NaN             NaN  \n",
       " 26          NaN             NaN             NaN  \n",
       " 27          NaN             NaN             NaN  \n",
       " 28    7854025.0                                  \n",
       " 29    6017109.0                                  \n",
       " 30          NaN             NaN             NaN  \n",
       " 31          NaN             NaN             NaN  \n",
       " 32          NaN             NaN             NaN  \n",
       " 33    8080810.0                                  \n",
       " 34          NaN             NaN             NaN  \n",
       " 35    9749905.0                                  \n",
       " 36          NaN             NaN             NaN  \n",
       " 37          NaN             NaN             NaN  \n",
       " 38    1327734.0                                  \n",
       " 39   13450471.0                                  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 1   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 2   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 3   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 4   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 5   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 6   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 7   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 8   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 9   %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 10  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 11  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 12  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 13  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 14  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 15  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 16  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 17  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 18  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 19  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 20  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 21  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 22  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 23  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 24  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 25  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 26  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 27  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 28  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 29  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 30  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 31  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 32  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 33  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 34  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 35  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 36  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 37  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 38  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " 39  %7B%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       " \n",
       "                                            dataParams comp.compScale  \\\n",
       " 0   {\"recruiterName\":\"王女士\",\"jobId\":\"45288093\",\"use...         50-99人   \n",
       " 1   {\"recruiterName\":\"孟女士\",\"jobId\":\"56161375\",\"use...       500-999人   \n",
       " 2   {\"recruiterName\":\"朱女士\",\"jobId\":\"44235539\",\"use...         50-99人   \n",
       " 3   {\"recruiterName\":\"陈女士\",\"jobId\":\"52471955\",\"use...     1000-2000人   \n",
       " 4   {\"recruiterName\":\"汪女士\",\"jobId\":\"44884553\",\"use...     2000-5000人   \n",
       " 5   {\"recruiterName\":\"黄女士\",\"jobId\":\"44607657\",\"use...          1-49人   \n",
       " 6   {\"recruiterName\":\"齐女士\",\"jobId\":\"57515707\",\"use...         50-99人   \n",
       " 7   {\"recruiterName\":\"邬女士\",\"jobId\":\"44794295\",\"use...       100-499人   \n",
       " 8   {\"recruiterName\":\"陈先生\",\"jobId\":\"44810969\",\"use...       100-499人   \n",
       " 9   {\"recruiterName\":\"王女士\",\"jobId\":\"56142583\",\"use...       500-999人   \n",
       " 10  {\"recruiterName\":\"庄女士\",\"jobId\":\"43863229\",\"use...     2000-5000人   \n",
       " 11  {\"recruiterName\":\"李女士\",\"jobId\":\"44949997\",\"use...     2000-5000人   \n",
       " 12  {\"recruiterName\":\"陈女士\",\"jobId\":\"42975373\",\"use...       100-499人   \n",
       " 13  {\"recruiterName\":\"陈女士\",\"jobId\":\"44808007\",\"use...                  \n",
       " 14  {\"recruiterName\":\"唐女士\",\"jobId\":\"55722223\",\"use...          1-49人   \n",
       " 15  {\"recruiterName\":\"郭女士\",\"jobId\":\"44099555\",\"use...       500-999人   \n",
       " 16  {\"recruiterName\":\"臧女士\",\"jobId\":\"56306495\",\"use...       100-499人   \n",
       " 17  {\"recruiterName\":\"胡女士\",\"jobId\":\"45280189\",\"use...       100-499人   \n",
       " 18  {\"recruiterName\":\"纪女士\",\"jobId\":\"45307815\",\"use...       100-499人   \n",
       " 19  {\"recruiterName\":\"许女士\",\"jobId\":\"41822517\",\"use...     2000-5000人   \n",
       " 20  {\"recruiterName\":\"李女士\",\"jobId\":\"45183899\",\"use...     2000-5000人   \n",
       " 21  {\"recruiterName\":\"胡女士\",\"jobId\":\"45280187\",\"use...       100-499人   \n",
       " 22  {\"recruiterName\":\"杨女士\",\"jobId\":\"44046273\",\"use...     2000-5000人   \n",
       " 23  {\"recruiterName\":\"杨先生\",\"jobId\":\"7643641\",\"user...       500-999人   \n",
       " 24  {\"recruiterName\":\"潘女士\",\"jobId\":\"51720291\",\"use...    5000-10000人   \n",
       " 25  {\"recruiterName\":\"胡女士\",\"jobId\":\"45280019\",\"use...       100-499人   \n",
       " 26  {\"recruiterName\":\"林先生\",\"jobId\":\"45131607\",\"use...    5000-10000人   \n",
       " 27  {\"recruiterName\":\"潘先生\",\"jobId\":\"42880637\",\"use...     2000-5000人   \n",
       " 28  {\"recruiterName\":\"李女士\",\"jobId\":\"57438265\",\"use...    5000-10000人   \n",
       " 29  {\"recruiterName\":\"孔女士\",\"jobId\":\"55177509\",\"use...    5000-10000人   \n",
       " 30  {\"recruiterName\":\"林女士\",\"jobId\":\"43795869\",\"use...     1000-2000人   \n",
       " 31  {\"recruiterName\":\"孟女士\",\"jobId\":\"44633159\",\"use...                  \n",
       " 32  {\"recruiterName\":\"赵先生\",\"jobId\":\"45007687\",\"use...       100-499人   \n",
       " 33  {\"recruiterName\":\"田先生\",\"jobId\":\"45098711\",\"use...     2000-5000人   \n",
       " 34  {\"recruiterName\":\"杨女士\",\"jobId\":\"43470183\",\"use...    5000-10000人   \n",
       " 35  {\"recruiterName\":\"谭女士\",\"jobId\":\"55763181\",\"use...    5000-10000人   \n",
       " 36  {\"recruiterName\":\"黎先生\",\"jobId\":\"43066789\",\"use...       100-499人   \n",
       " 37  {\"recruiterName\":\"李女士\",\"jobId\":\"43773655\",\"use...       100-499人   \n",
       " 38  {\"recruiterName\":\"赵女士\",\"jobId\":\"57777369\",\"use...       500-999人   \n",
       " 39  {\"recruiterName\":\"谭先生\",\"jobId\":\"57209449\",\"use...                  \n",
       " \n",
       "    comp.compStage                    comp.compLogo     comp.compName  \\\n",
       " 0           融资未公开  60e2fe0bf3df194a3c48adb502u.png         某北京医药流通公司   \n",
       " 1             NaN  5bfea0c574719d2aa34c074f03a.png     李氏大药厂(香港)有限公司   \n",
       " 2             NaN  61b07937d0458d53c627567e02u.jpg    北京妙趣盒生文化传播有限公司   \n",
       " 3             NaN  61a5bb22f96ca95918aa2e9206u.png      广东森宝文化实业有限公司   \n",
       " 4             已上市  60e2fe0bf3df194a3c48adb502u.png         某国内制药上市公司   \n",
       " 5           融资未公开  60e2fe0bf3df194a3c48adb502u.png          某贸易进出口公司   \n",
       " 6           融资未公开  61b07937d0458d53c627567e02u.jpg    广州智都投资控股集团有限公司   \n",
       " 7           不需要融资  60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司   \n",
       " 8           融资未公开  60e2fe0bf3df194a3c48adb502u.png          运营商全资子公司   \n",
       " 9             NaN  634f899ab0584d35822417cb06u.png   文峰荟(广州)企业管理有限公司   \n",
       " 10             D轮  60096cb986ddfd21f7c973d408u.png              致景科技   \n",
       " 11          融资未公开  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司   \n",
       " 12            NaN  60af42bdd7e0220766018e7304u.png              丹霄技术   \n",
       " 13            NaN  60e2fe0bf3df194a3c48adb502u.png          某广州互联网公司   \n",
       " 14            NaN  63da3c9d211aff1618cde20207u.png            恒鼎文化传媒   \n",
       " 15             A轮  60e2fe0bf3df194a3c48adb502u.png     某广州大型专业技术服务公司   \n",
       " 16             C轮  62860cf27933ee37f03c289902u.png              高重科技   \n",
       " 17            NaN  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 18            NaN  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 19         沪深A股上市  5bfe91b674719d35745ae24c03a.png              凯普生物   \n",
       " 20          融资未公开  60e2fe0bf3df194a3c48adb502u.png   某国内大型食品/饮料/酒水公司   \n",
       " 21            NaN  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 22          融资未公开  60e2fe0bf3df194a3c48adb502u.png          知名港资快消集团   \n",
       " 23         沪深A股上市  60f0012c66b5e17b60aa022905u.png               一品红   \n",
       " 24       其他股票市场上市  5bfe91e274719d35745aeb5b03a.png              恒赢智航   \n",
       " 25            NaN  60e2fe0bf3df194a3c48adb502u.png         某广州IT服务公司   \n",
       " 26            已上市  60e2fe0bf3df194a3c48adb502u.png      某广州计算机软件上市公司   \n",
       " 27           战略融资  60e2fe0bf3df194a3c48adb502u.png     某大型基金/证券/期货公司   \n",
       " 28         沪深A股上市  5bfe95c674719df0ac98e51303a.png              视源股份   \n",
       " 29            NaN  5bfe900574719d35745a8df003a.png        广州银行股份有限公司   \n",
       " 30          融资未公开  60e2fe0bf3df194a3c48adb502u.png        某大型知名互联网公司   \n",
       " 31            NaN  60e2fe0bf3df194a3c48adb502u.png  某深圳电子/半导体/集成电路公司   \n",
       " 32          融资未公开  60e2fe0bf3df194a3c48adb502u.png         某宁波电子商务公司   \n",
       " 33         沪深A股上市  5ec39993f2540204574caa5008u.jpg              汤臣倍健   \n",
       " 34            已上市  60e2fe0bf3df194a3c48adb502u.png         某广州知名上市公司   \n",
       " 35            NaN  62d900a5068a783307d8850402u.png      建信金融科技有限责任公司   \n",
       " 36          融资未公开  60e2fe0bf3df194a3c48adb502u.png             某安防公司   \n",
       " 37          融资未公开  60e2fe0bf3df194a3c48adb502u.png           某国内制药公司   \n",
       " 38            NaN  5bfe9c5774719df0ac9a31bc03a.png              越亮传奇   \n",
       " 39            NaN  6407f5d3a62c5e5a8dcc4aeb06u.png             泰容亿科技   \n",
       " \n",
       "    comp.compIndustry                                 comp.link  \\\n",
       " 0               医药流通                                             \n",
       " 1                 制药   https://www.liepin.com/company/9510141/   \n",
       " 2                NaN  https://www.liepin.com/company/12846035/   \n",
       " 3                工艺品  https://www.liepin.com/company/13001749/   \n",
       " 4           食品/饮料/酒水                                             \n",
       " 5             贸易/进出口                                             \n",
       " 6            其他商务服务业  https://www.liepin.com/company/13183547/   \n",
       " 7                互联网                                             \n",
       " 8         内容(音视频/阅读)                                             \n",
       " 9               电子商务  https://www.liepin.com/company/13297665/   \n",
       " 10              电子商务   https://www.liepin.com/company/8448877/   \n",
       " 11          食品/饮料/酒水                                             \n",
       " 12              电子商务   https://www.liepin.com/company/9886227/   \n",
       " 13               互联网                                             \n",
       " 14             文化艺术业  https://www.liepin.com/company/13393455/   \n",
       " 15            专业技术服务                                             \n",
       " 16              人工智能   https://www.liepin.com/company/9368549/   \n",
       " 17              IT服务                                             \n",
       " 18              IT服务                                             \n",
       " 19                制药   https://www.liepin.com/company/8086509/   \n",
       " 20          食品/饮料/酒水                                             \n",
       " 21              IT服务                                             \n",
       " 22          食品/饮料/日化                                             \n",
       " 23                制药   https://www.liepin.com/company/8788514/   \n",
       " 24              IT服务   https://www.liepin.com/company/9600943/   \n",
       " 25              IT服务                                             \n",
       " 26             计算机软件                                             \n",
       " 27          基金/证券/期货                                             \n",
       " 28             计算机软件   https://www.liepin.com/company/7854025/   \n",
       " 29                银行   https://www.liepin.com/company/6017109/   \n",
       " 30               互联网                                             \n",
       " 31       电子/半导体/集成电路                                             \n",
       " 32              电子商务                                             \n",
       " 33          食品/饮料/酒水   https://www.liepin.com/company/8080810/   \n",
       " 34             计算机软件                                             \n",
       " 35             计算机软件   https://www.liepin.com/company/9749905/   \n",
       " 36              智能安防                                             \n",
       " 37                制药                                             \n",
       " 38               互联网   https://www.liepin.com/company/1327734/   \n",
       " 39              电子商务  https://www.liepin.com/company/13450471/   \n",
       " \n",
       "                                            job.labels  job.salary  ...  \\\n",
       " 0                                                  []      15-20k  ...   \n",
       " 1                                                  []      20-35k  ...   \n",
       " 2                                              [数据分析]      10-15k  ...   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]      10-15k  ...   \n",
       " 4                                                  []      25-35k  ...   \n",
       " 5                                                  []  12-20k·13薪  ...   \n",
       " 6                                                  []      10-20k  ...   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]  20-35k·14薪  ...   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]  20-25k·15薪  ...   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]      20-30k  ...   \n",
       " 10                                             [架构设计]      16-35k  ...   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...  16-22k·15薪  ...   \n",
       " 12                                       [c端产品, 数据分析]      20-25k  ...   \n",
       " 13                                              [制造业]  25-30k·16薪  ...   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]       8-12k  ...   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]  20-30k·15薪  ...   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...      15-30k  ...   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]      15-30k  ...   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]      26-30k  ...   \n",
       " 19                                 [产品设计, b端产品, 需求分析]      10-20k  ...   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...  16-22k·15薪  ...   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]      15-30k  ...   \n",
       " 22                                       [数据产品, 工具产品]  18-19k·15薪  ...   \n",
       " 23                                                 []      25-35k  ...   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...  20-50k·13薪  ...   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]      15-30k  ...   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]      30-60k  ...   \n",
       " 27                               [金融产品, to B, web端产品]      40-60k  ...   \n",
       " 28                                         [办公软件、工具类]  20-30k·13薪  ...   \n",
       " 29                                                 []      18-35k  ...   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]  15-20k·18薪  ...   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...  50-80k·16薪  ...   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]      15-25k  ...   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]        薪资面议  ...   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]  35-65k·16薪  ...   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]      15-25k  ...   \n",
       " 36                                                 []      15-30k  ...   \n",
       " 37                                                 []      15-30k  ...   \n",
       " 38                                            [计算机软件]      12-20k  ...   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]  20-25k·13薪  ...   \n",
       " \n",
       "    recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       " 0                      王女士                     猎头顾问   \n",
       " 1                      孟女士                            \n",
       " 2                      朱女士                     人资经理   \n",
       " 3                      陈女士                     招聘专员   \n",
       " 4                      汪女士                     猎头顾问   \n",
       " 5                      黄女士                     猎头顾问   \n",
       " 6                      齐女士                人力资源经理/主管   \n",
       " 7                      邬女士                     猎头顾问   \n",
       " 8                      陈先生                     猎头顾问   \n",
       " 9                      王女士                     人事专员   \n",
       " 10                     庄女士                   储备项目经理   \n",
       " 11                     李女士                     猎头顾问   \n",
       " 12                     陈女士                            \n",
       " 13                     陈女士                     猎头顾问   \n",
       " 14                     唐女士                            \n",
       " 15                     郭女士                     猎头顾问   \n",
       " 16                     臧女士                     人事主管   \n",
       " 17                     胡女士                     猎头顾问   \n",
       " 18                     纪女士                     猎头顾问   \n",
       " 19                     许女士                       HR   \n",
       " 20                     李女士                     猎头顾问   \n",
       " 21                     胡女士                     猎头顾问   \n",
       " 22                     杨女士                     猎头顾问   \n",
       " 23                     杨先生               一品红药业集团管理员   \n",
       " 24                     潘女士                     招聘专员   \n",
       " 25                     胡女士                     猎头顾问   \n",
       " 26                     林先生                     猎头顾问   \n",
       " 27                     潘先生                     猎头顾问   \n",
       " 28                     李女士                    顾问(C)   \n",
       " 29                     孔女士                  总行人力资源部   \n",
       " 30                     林女士                     猎头顾问   \n",
       " 31                     孟女士                     猎头顾问   \n",
       " 32                     赵先生                     猎头顾问   \n",
       " 33                     田先生           人力资源招聘HRBP绩效经理   \n",
       " 34                     杨女士                     猎头顾问   \n",
       " 35                     谭女士                       HR   \n",
       " 36                     黎先生                     猎头顾问   \n",
       " 37                     李女士                     猎头顾问   \n",
       " 38                     赵女士                   人力资源专员   \n",
       " 39                     谭先生                   照明产品总监   \n",
       " \n",
       "                recruiter.recruiterId                    recruiter.imId  \\\n",
       " 0   c9500f617e8709c5358439b263a1b094  0950661f126a6a1ce77954e2c72cabb6   \n",
       " 1   b1f35a95cd2f090b1c1c01adbf9e90f1  fdb297e5cdef0dd5613348042573671f   \n",
       " 2   cf01d8d7485481826ff0cb47906cd0c3  e92823ee8be379166e8893c9219f7e03   \n",
       " 3   37d22e9e32bcd9386756075cb8790a78  3856590f4c95362ab8186adbf6c31dd6   \n",
       " 4   a44defc4937cd01db202bbcbb63c7c75  d4d255439c55db2fe7b184a1ccff1ea4   \n",
       " 5   f47151fb4aacbf16827690e5f559968d  f1babf1239ec0f75a8576116ff288909   \n",
       " 6   9224e21535a0770f9d45710a02ad2182  2e2678cb5cd647bb7ea58b95d93937d7   \n",
       " 7   f06046ca920834767d2ca7799c8d3e58  f3e9109e8225cee10e33f8ac54fbf39e   \n",
       " 8   8674b61a5d3a243db7d203dbacf6355b  09769b50912e55a1be3900059d28d9fd   \n",
       " 9   e36552938188a1aad74c93eafadb8eb7  ae28de7e05e365ec4905a3841e4dc3ea   \n",
       " 10  0edff9f2bed18e31910319d799c6f231  1ff91052738743e19809d03804875792   \n",
       " 11  52229be8ed4151f64b65e1f549214846  47c7281c664c4cfbdfb6df235db455f2   \n",
       " 12  3c0fd732e6e278f10a3daa157d820ce0  091704632b0de49d10eee5f74aeb3ab8   \n",
       " 13  152ea0d1cc79245b5e0c2419e0c7889a  57d1feab0f44c5a4337193710fe42056   \n",
       " 14  8a3dae76bb73929dae2c75f2e9902c36  0b64e00a67b1d9a5e4b537e9b7803e4b   \n",
       " 15  a9aff57fed3ec7e95e9eb1137e0cb75f  88fc68c3e5aa2b3bf4067025f1d6ce6f   \n",
       " 16  733059c92588c041f79ea0c10a8cbb1d  6b598284f809685dd6a9d1214a39013b   \n",
       " 17  7f0312f8db0c514ef1a8bbcb3a983750  20885e870931c562fdb0a7e165355a7f   \n",
       " 18  10f97c2455afd910fa874f00626b9602  84bda8083fce65928f669bb17ec3d8eb   \n",
       " 19  2f42fd874540276863bd63b74d34940c  8951c85dd8b85b3c062c1b1ee9c7454d   \n",
       " 20  52229be8ed4151f64b65e1f549214846  47c7281c664c4cfbdfb6df235db455f2   \n",
       " 21  7f0312f8db0c514ef1a8bbcb3a983750  20885e870931c562fdb0a7e165355a7f   \n",
       " 22  0f67104d9d26e05a63878b22301425ad  6562ab6805ed6c31063dfc1b00f6daab   \n",
       " 23  446fa8eec304cee5246608e7b5510cdd  2edd5d384c7f34508d1ff84e0a6c6898   \n",
       " 24  48f51445c66038af6c775cb4d7255adf  7054bea032224cbe4a7a04e7d95591ea   \n",
       " 25  7f0312f8db0c514ef1a8bbcb3a983750  20885e870931c562fdb0a7e165355a7f   \n",
       " 26  fe574404935c0d1e8b980cb130e246e9  684fde117e1cc80562cb88e0a323364d   \n",
       " 27  427acd357091d000fbd248da0a9beae7  58a1a30e81a9f4892980490a0cdf2257   \n",
       " 28  5c5868e999f36bcead5ac560c4a69325  3d984b48faf63c3239e48140c0193d97   \n",
       " 29  3b122e2eb0f3601c98d7c9d26a3a9d56  a59effad6b4824f024eff958a002fd93   \n",
       " 30  5e8058dd221f3ba7f3197cbe382c253e  96bc5ac5f2ea72f19941166e65ebdb6f   \n",
       " 31  854021dc244dfb22cecfce0dea5b4198  df3f892a076757bf99c4538f2a55bd77   \n",
       " 32  790d3da71b57592a14c5890f16935246  b69495e1f8cfa827dfb6df235db455f2   \n",
       " 33  5553774e1dfc4bd94e578f26109225be  3d916811f6aedd61ef38cb0ce6f46cd7   \n",
       " 34  6581aa01b636d0e08fdbddb1e0920cee  8a56296a046a659e01ab80e4a8b96567   \n",
       " 35  425c4ebdbee0453e66ce3b2014455cb9  2879a93a141a991dd1ab17cab7c5f1ad   \n",
       " 36  8b3d08baae34b6ce32673941a4fb8bc6  a75b25f528b30730337193710fe42056   \n",
       " 37  7ce77a824e1b312a4f998cd52ca0257a  0168b7090abcfb8e5d887c62117912b0   \n",
       " 38  e8745aba1f44ddd621b2f8f304de3409  3b37f6bb027ba58b78f5885b11a76839   \n",
       " 39  482d5a8bdcbf0b5931990edb605ae190  74319f538e9a62649a60b5cc1b6a8566   \n",
       " \n",
       "    recruiter.imUserType recruiter.chatted          recruiter.recruiterPhoto  \\\n",
       " 0                     2             False   63fc55f5f6f3654cff90476303u.png   \n",
       " 1                     2             False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 2                     2             False   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 3                     2             False   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 4                     2             False   6239435dbf25ff5ff20a8e5605u.jpg   \n",
       " 5                     2             False   60f7762017b23e15ed84a9a008u.jpg   \n",
       " 6                     2             False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 7                     2             False   6144210d021e5332beb3eaa601u.png   \n",
       " 8                     2             False   6100ba7999bae10d052ceaa608u.png   \n",
       " 9                     2             False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 10                    2             False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11                    2             False   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 12                    2             False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 13                    2             False   6041904cac649a4e4185175f05u.png   \n",
       " 14                    2             False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 15                    2             False   628c33a6256da95d600ec7a305u.jpg   \n",
       " 16                    2             False  63749d37ea177d16a68dcfd601u.jpeg   \n",
       " 17                    2             False   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 18                    2             False   642e8e49de25b83c3c8d509707u.png   \n",
       " 19                    2             False   54d1e78d712eb4f6b84c788f02c.jpg   \n",
       " 20                    2             False   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 21                    2             False   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 22                    2             False  636899c231cd614a2518fd6603u.jpeg   \n",
       " 23                    2             False   5f8f986aea60860b75384fab08u.jpg   \n",
       " 24                    2             False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25                    2             False   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 26                    2             False   60594891e67dd642e66167e607u.jpg   \n",
       " 27                    2             False   5f8fa3a679c7cc70efbf444e08u.png   \n",
       " 28                    2             False   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 29                    2             False   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 30                    2             False   61763c997ee42471be22de7101u.png   \n",
       " 31                    2             False   641a757dffdf96787e4eef0105u.png   \n",
       " 32                    2             False   60aef83a1d480101d4219a6e07u.png   \n",
       " 33                    2             False   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 34                    2             False   623ad357dba87875df4a0eee03u.png   \n",
       " 35                    2             False   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 36                    2             False   5fc838b87d6477448762618c01u.png   \n",
       " 37                    2             False   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 38                    2             False   54d1e761712e7147fd8062c902c.jpg   \n",
       " 39                    2             False   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " \n",
       "     comp.compId job.pcOuterLink job.h5OuterLink  \n",
       " 0           NaN             NaN             NaN  \n",
       " 1     9510141.0                                  \n",
       " 2    12846035.0                                  \n",
       " 3    13001749.0                                  \n",
       " 4           NaN             NaN             NaN  \n",
       " 5           NaN             NaN             NaN  \n",
       " 6    13183547.0                                  \n",
       " 7           NaN             NaN             NaN  \n",
       " 8           NaN             NaN             NaN  \n",
       " 9    13297665.0                                  \n",
       " 10    8448877.0                                  \n",
       " 11          NaN             NaN             NaN  \n",
       " 12    9886227.0                                  \n",
       " 13          NaN             NaN             NaN  \n",
       " 14   13393455.0                                  \n",
       " 15          NaN             NaN             NaN  \n",
       " 16    9368549.0                                  \n",
       " 17          NaN             NaN             NaN  \n",
       " 18          NaN             NaN             NaN  \n",
       " 19    8086509.0                                  \n",
       " 20          NaN             NaN             NaN  \n",
       " 21          NaN             NaN             NaN  \n",
       " 22          NaN             NaN             NaN  \n",
       " 23    8788514.0                                  \n",
       " 24    9600943.0                                  \n",
       " 25          NaN             NaN             NaN  \n",
       " 26          NaN             NaN             NaN  \n",
       " 27          NaN             NaN             NaN  \n",
       " 28    7854025.0                                  \n",
       " 29    6017109.0                                  \n",
       " 30          NaN             NaN             NaN  \n",
       " 31          NaN             NaN             NaN  \n",
       " 32          NaN             NaN             NaN  \n",
       " 33    8080810.0                                  \n",
       " 34          NaN             NaN             NaN  \n",
       " 35    9749905.0                                  \n",
       " 36          NaN             NaN             NaN  \n",
       " 37          NaN             NaN             NaN  \n",
       " 38    1327734.0                                  \n",
       " 39   13450471.0                                  \n",
       " \n",
       " [40 rows x 31 columns],\n",
       "                                            dataParams  \\\n",
       " 0   {\"recruiterName\":\"王女士\",\"imId\":\"0950661f126a6a1...   \n",
       " 1   {\"recruiterName\":\"孟女士\",\"imId\":\"fdb297e5cdef0dd...   \n",
       " 2   {\"recruiterName\":\"朱女士\",\"imId\":\"e92823ee8be3791...   \n",
       " 3   {\"recruiterName\":\"陈女士\",\"imId\":\"3856590f4c95362...   \n",
       " 4   {\"recruiterName\":\"汪女士\",\"imId\":\"d4d255439c55db2...   \n",
       " 5   {\"recruiterName\":\"黄女士\",\"imId\":\"f1babf1239ec0f7...   \n",
       " 6   {\"recruiterName\":\"齐女士\",\"imId\":\"2e2678cb5cd647b...   \n",
       " 7   {\"recruiterName\":\"邬女士\",\"imId\":\"f3e9109e8225cee...   \n",
       " 8   {\"recruiterName\":\"陈先生\",\"imId\":\"09769b50912e55a...   \n",
       " 9   {\"recruiterName\":\"王女士\",\"imId\":\"ae28de7e05e365e...   \n",
       " 10  {\"recruiterName\":\"庄女士\",\"imId\":\"1ff91052738743e...   \n",
       " 11  {\"recruiterName\":\"李女士\",\"imId\":\"47c7281c664c4cf...   \n",
       " 12  {\"recruiterName\":\"陈女士\",\"imId\":\"091704632b0de49...   \n",
       " 13  {\"recruiterName\":\"陈女士\",\"imId\":\"57d1feab0f44c5a...   \n",
       " 14  {\"recruiterName\":\"唐女士\",\"imId\":\"0b64e00a67b1d9a...   \n",
       " 15  {\"recruiterName\":\"郭女士\",\"imId\":\"88fc68c3e5aa2b3...   \n",
       " 16  {\"recruiterName\":\"臧女士\",\"imId\":\"6b598284f809685...   \n",
       " 17  {\"recruiterName\":\"胡女士\",\"imId\":\"20885e870931c56...   \n",
       " 18  {\"recruiterName\":\"纪女士\",\"imId\":\"84bda8083fce659...   \n",
       " 19  {\"recruiterName\":\"许女士\",\"imId\":\"8951c85dd8b85b3...   \n",
       " 20  {\"recruiterName\":\"李女士\",\"imId\":\"47c7281c664c4cf...   \n",
       " 21  {\"recruiterName\":\"胡女士\",\"imId\":\"20885e870931c56...   \n",
       " 22  {\"recruiterName\":\"杨女士\",\"imId\":\"6562ab6805ed6c3...   \n",
       " 23  {\"recruiterName\":\"杨先生\",\"imId\":\"2edd5d384c7f345...   \n",
       " 24  {\"recruiterName\":\"潘女士\",\"imId\":\"7054bea032224cb...   \n",
       " 25  {\"recruiterName\":\"胡女士\",\"imId\":\"20885e870931c56...   \n",
       " 26  {\"recruiterName\":\"林先生\",\"imId\":\"684fde117e1cc80...   \n",
       " 27  {\"recruiterName\":\"潘先生\",\"imId\":\"58a1a30e81a9f48...   \n",
       " 28  {\"recruiterName\":\"李女士\",\"imId\":\"3d984b48faf63c3...   \n",
       " 29  {\"recruiterName\":\"孔女士\",\"imId\":\"a59effad6b4824f...   \n",
       " 30  {\"recruiterName\":\"林女士\",\"imId\":\"96bc5ac5f2ea72f...   \n",
       " 31  {\"recruiterName\":\"孟女士\",\"imId\":\"df3f892a076757b...   \n",
       " 32  {\"recruiterName\":\"赵先生\",\"imId\":\"b69495e1f8cfa82...   \n",
       " 33  {\"recruiterName\":\"田先生\",\"imId\":\"3d916811f6aedd6...   \n",
       " 34  {\"recruiterName\":\"杨女士\",\"imId\":\"8a56296a046a659...   \n",
       " 35  {\"recruiterName\":\"谭女士\",\"imId\":\"2879a93a141a991...   \n",
       " 36  {\"recruiterName\":\"黎先生\",\"imId\":\"a75b25f528b3073...   \n",
       " 37  {\"recruiterName\":\"李女士\",\"imId\":\"0168b7090abcfb8...   \n",
       " 38  {\"recruiterName\":\"赵女士\",\"imId\":\"3b37f6bb027ba58...   \n",
       " 39  {\"recruiterName\":\"谭先生\",\"imId\":\"74319f538e9a626...   \n",
       " \n",
       "                                              dataInfo  \\\n",
       " 0   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 1   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 2   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 3   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 4   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 5   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 6   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 7   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 8   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 9   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 10  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 11  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 12  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 13  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 14  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 15  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 16  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 17  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 18  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 19  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 20  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 21  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 22  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 23  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 24  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 25  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 26  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 27  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 28  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 29  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 30  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 31  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 32  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 33  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 34  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 35  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 36  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 37  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 38  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " 39  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       " \n",
       "                                            job.labels  \\\n",
       " 0                                                  []   \n",
       " 1                                                  []   \n",
       " 2                                              [数据分析]   \n",
       " 3    [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]   \n",
       " 4                                                  []   \n",
       " 5                                                  []   \n",
       " 6                                                  []   \n",
       " 7                             [供应链产品, 采购, 物流快递, 产品设计]   \n",
       " 8               [商业产品, IT互联网, 团队管理, 用户研究, 产品设计, 产品规划]   \n",
       " 9                    [跨境电商, to C, ERP系统, 数据分析, 供应链产品]   \n",
       " 10                                             [架构设计]   \n",
       " 11  [AI, AI产品, 机器学习, 推荐算法, AI人工智能产品, 回归算法, e2e , A...   \n",
       " 12                                       [c端产品, 数据分析]   \n",
       " 13                                              [制造业]   \n",
       " 14                                 [用户研究, 产品规划, 数据分析]   \n",
       " 15                    [数据产品, IT互联网, 数据分析, 用户研究, 产品设计]   \n",
       " 16  [商业产品, 策略产品, AI人工智能产品, 人工智能, 产品规划, 产品优化, 用户研究,...   \n",
       " 17                          [供应链产品, 团队管理, 产品优化, 产品设计]   \n",
       " 18                           [中台产品, 平台产品, 产品优化, 产品设计]   \n",
       " 19                                 [产品设计, b端产品, 需求分析]   \n",
       " 20  [AI产品, 实操算法, 应用场景设计, AI产品全周期管理, 推荐产品, 预测产品, 算法...   \n",
       " 21                          [供应链产品, 团队管理, 产品优化, 产品设计]   \n",
       " 22                                       [数据产品, 工具产品]   \n",
       " 23                                                 []   \n",
       " 24  [商业产品, 定价/竞价产品, 科研/技术服务, 需求分析, 产品设计, 用户研究, 产品规...   \n",
       " 25                     [平台产品, 产品设计, 团队管理, 产品优化, 用户研究]   \n",
       " 26                         [硬件产品, 智能硬件, 硬件系统集成, 教育行业]   \n",
       " 27                               [金融产品, to B, web端产品]   \n",
       " 28                                         [办公软件、工具类]   \n",
       " 29                                                 []   \n",
       " 30         [数据产品, 策略产品, 数据分析, 产品设计, 需求分析, 用户研究, 产品规划]   \n",
       " 31  [产品规划, 策略产品, 通讯/网络设备, 硬件系统集成, to C, 需求分析, 用户研究...   \n",
       " 32                       [垂直电商, 美居生活, 母婴类, 儿童品类, O2O]   \n",
       " 33              [to B, IT互联网, 产品设计, 交互设计, 用户研究, 产品规划]   \n",
       " 34                           [海外产品, 产品规划, 产品设计, 竞品分析]   \n",
       " 35                           [安全产品, 需求管理, 团队管理, 产品设计]   \n",
       " 36                                                 []   \n",
       " 37                                                 []   \n",
       " 38                                            [计算机软件]   \n",
       " 39                              [竞品分析, 战略规划咨询, 消费者研究]   \n",
       " \n",
       "                        job.title  job.salary  job.dq  job.topJob job.jobKind  \\\n",
       " 0                         医药产品经理      15-20k  广州-天河区       False           1   \n",
       " 1                        产品经理-肿瘤      20-35k  广州-荔湾区       False           2   \n",
       " 2                       潮玩盲盒产品经理      10-15k  广州-海珠区       False           2   \n",
       " 3                           产品经理      10-15k  广州-海珠区       False           2   \n",
       " 4                         电商产品经理      25-35k      广州       False           1   \n",
       " 5                           品质PM  12-20k·13薪      广州       False           1   \n",
       " 6                广花融资担保公司（筹）产品经理      10-20k  广州-花都区       False           2   \n",
       " 7                      B端供应链产品经理  20-35k·14薪  广州-番禺区       False           1   \n",
       " 8                         高级产品经理  20-25k·15薪  广州-越秀区       False           1   \n",
       " 9                           产品经理      20-30k  广州-越秀区       False           2   \n",
       " 10              产品经理（支付）(J11223)      16-35k  广州-海珠区       False           2   \n",
       " 11                      AI应用产品经理  16-22k·15薪  广州-白云区       False           1   \n",
       " 12                          产品经理      20-25k  广州-天河区       False           2   \n",
       " 13                       MES产品经理  25-30k·16薪      广州       False           1   \n",
       " 14                     文创产品经理/主管       8-12k  广州-海珠区       False           2   \n",
       " 15                    数据产品经理（中台）  20-30k·15薪      广州       False           1   \n",
       " 16                        民航产品经理      15-30k  广州-花都区       False           2   \n",
       " 17                    产品经理（商品中心）      15-30k  广州-海珠区       False           1   \n",
       " 18            产品经理（预售，员工分销）-国企正编      26-30k  广州-海珠区       False           1   \n",
       " 19                          产品经理      10-20k  广州-黄埔区       False           2   \n",
       " 20  AI应用产品经理（推荐、预测类，实操算法、应用场景设计）  16-22k·15薪  广州-白云区       False           1   \n",
       " 21                    产品经理（商品中心）      15-30k  广州-海珠区       False           1   \n",
       " 22                     AI应用产品经理   18-19k·15薪      广州       False           1   \n",
       " 23                          产品经理      25-35k      广州       False           2   \n",
       " 24                          产品经理  20-50k·13薪  广州-天河区       False           2   \n",
       " 25                          产品经理      15-30k  广州-海珠区       False           1   \n",
       " 26                          产品经理      30-60k      广州       False           1   \n",
       " 27                        高级产品经理      40-60k      广州       False           1   \n",
       " 28                        高级产品经理  20-30k·13薪  广州-黄埔区       False           2   \n",
       " 29                         产品经理岗      18-35k  广州-天河区       False           2   \n",
       " 30                    产品经理（数据方向）  15-20k·18薪      广州       False           1   \n",
       " 31                          产品经理  50-80k·16薪      广州       False           1   \n",
       " 32                      垂直电商产品经理      15-25k      广州       False           1   \n",
       " 33                  产品经理(J11093)        薪资面议  广州-黄埔区       False           2   \n",
       " 34                      海外软件产品经理  35-65k·16薪  广州-黄埔区       False           1   \n",
       " 35         产品经理-安全方向（广州）(J11694)      15-25k  广州-天河区       False           2   \n",
       " 36                          产品经理      15-30k      广州       False           1   \n",
       " 37                          产品经理      15-30k  广州-天河区       False           1   \n",
       " 38                       物联网产品经理      12-20k  广州-天河区       False           2   \n",
       " 39                        照明产品经理  20-25k·13薪  广州-白云区       False           2   \n",
       " \n",
       "    job.jobId job.refreshTime  ...          recruiter.recruiterPhoto  \\\n",
       " 0   45288093  20230413192613  ...   63fc55f5f6f3654cff90476303u.png   \n",
       " 1   56161375  20230216103639  ...   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 2   44235539  20230307150921  ...   5f8f9863f6d1ab58476f246a08u.jpg   \n",
       " 3   52471955  20230411141336  ...   5f8f9866dfb13a7dee342f1808u.jpg   \n",
       " 4   44884553  20230330145539  ...   6239435dbf25ff5ff20a8e5605u.jpg   \n",
       " 5   44607657  20230321164901  ...   60f7762017b23e15ed84a9a008u.jpg   \n",
       " 6   57515707  20230418091105  ...   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 7   44794295  20230328105859  ...   6144210d021e5332beb3eaa601u.png   \n",
       " 8   44810969  20230421110556  ...   6100ba7999bae10d052ceaa608u.png   \n",
       " 9   56142583  20230421102138  ...   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 10  43863229  20211125104506  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 11  44949997  20230403105432  ...   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 12  42975373  20230414091141  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 13  44808007  20230420093558  ...   6041904cac649a4e4185175f05u.png   \n",
       " 14  55722223  20230321120241  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 15  44099555  20230306110903  ...   628c33a6256da95d600ec7a305u.jpg   \n",
       " 16  56306495  20230404155444  ...  63749d37ea177d16a68dcfd601u.jpeg   \n",
       " 17  45280189  20230413162324  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 18  45307815  20230419103328  ...   642e8e49de25b83c3c8d509707u.png   \n",
       " 19  41822517  20211214164804  ...   54d1e78d712eb4f6b84c788f02c.jpg   \n",
       " 20  45183899  20230411135550  ...   612f3bce95c03625d0aa7d1a04u.jpg   \n",
       " 21  45280187  20230413162324  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 22  44046273  20230303103708  ...  636899c231cd614a2518fd6603u.jpeg   \n",
       " 23   7643641  20230323112810  ...   5f8f986aea60860b75384fab08u.jpg   \n",
       " 24  51720291  20221206094018  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 25  45280019  20230413162101  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 26  45131607  20230421094144  ...   60594891e67dd642e66167e607u.jpg   \n",
       " 27  42880637  20230128203854  ...   5f8fa3a679c7cc70efbf444e08u.png   \n",
       " 28  57438265  20230330175512  ...   5f8f98648dbe6273dcf8515508u.jpg   \n",
       " 29  55177509  20221222123631  ...   5f8f986779c7cc70efbf36c008u.jpg   \n",
       " 30  43795869  20230223174312  ...   61763c997ee42471be22de7101u.png   \n",
       " 31  44633159  20230322114446  ...   641a757dffdf96787e4eef0105u.png   \n",
       " 32  45007687  20230404142211  ...   60aef83a1d480101d4219a6e07u.png   \n",
       " 33  45098711  20221108092741  ...   5f8f986c79c7cc70efbf36c808u.jpg   \n",
       " 34  43470183  20230411154613  ...   623ad357dba87875df4a0eee03u.png   \n",
       " 35  55763181  20230421140848  ...   5f8f9865ea60860b75384fa508u.jpg   \n",
       " 36  43066789  20230404181136  ...   5fc838b87d6477448762618c01u.png   \n",
       " 37  43773655  20230412133907  ...   5f8fa3bddfb13a7dee343d7608u.png   \n",
       " 38  57777369  20230413135515  ...   54d1e761712e7147fd8062c902c.jpg   \n",
       " 39  57209449  20230322183423  ...   5f8f9868f6d1ab58476f24a008u.jpg   \n",
       " \n",
       "    comp.compIndustry comp.compStage                    comp.compLogo  \\\n",
       " 0               医药流通          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 1                 制药            NaN  5bfea0c574719d2aa34c074f03a.png   \n",
       " 2                NaN            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       " 3                工艺品            NaN  61a5bb22f96ca95918aa2e9206u.png   \n",
       " 4           食品/饮料/酒水            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 5             贸易/进出口          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 6            其他商务服务业          融资未公开  61b07937d0458d53c627567e02u.jpg   \n",
       " 7                互联网          不需要融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 8         内容(音视频/阅读)          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 9               电子商务            NaN  634f899ab0584d35822417cb06u.png   \n",
       " 10              电子商务             D轮  60096cb986ddfd21f7c973d408u.png   \n",
       " 11          食品/饮料/酒水          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 12              电子商务            NaN  60af42bdd7e0220766018e7304u.png   \n",
       " 13               互联网            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 14             文化艺术业            NaN  63da3c9d211aff1618cde20207u.png   \n",
       " 15            专业技术服务             A轮  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 16              人工智能             C轮  62860cf27933ee37f03c289902u.png   \n",
       " 17              IT服务            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 18              IT服务            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 19                制药         沪深A股上市  5bfe91b674719d35745ae24c03a.png   \n",
       " 20          食品/饮料/酒水          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 21              IT服务            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 22          食品/饮料/日化          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 23                制药         沪深A股上市  60f0012c66b5e17b60aa022905u.png   \n",
       " 24              IT服务       其他股票市场上市  5bfe91e274719d35745aeb5b03a.png   \n",
       " 25              IT服务            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 26             计算机软件            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 27          基金/证券/期货           战略融资  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 28             计算机软件         沪深A股上市  5bfe95c674719df0ac98e51303a.png   \n",
       " 29                银行            NaN  5bfe900574719d35745a8df003a.png   \n",
       " 30               互联网          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 31       电子/半导体/集成电路            NaN  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 32              电子商务          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 33          食品/饮料/酒水         沪深A股上市  5ec39993f2540204574caa5008u.jpg   \n",
       " 34             计算机软件            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 35             计算机软件            NaN  62d900a5068a783307d8850402u.png   \n",
       " 36              智能安防          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 37                制药          融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       " 38               互联网            NaN  5bfe9c5774719df0ac9a31bc03a.png   \n",
       " 39              电子商务            NaN  6407f5d3a62c5e5a8dcc4aeb06u.png   \n",
       " \n",
       "        comp.compName comp.compScale                                 comp.link  \\\n",
       " 0          某北京医药流通公司         50-99人                                             \n",
       " 1      李氏大药厂(香港)有限公司       500-999人   https://www.liepin.com/company/9510141/   \n",
       " 2     北京妙趣盒生文化传播有限公司         50-99人  https://www.liepin.com/company/12846035/   \n",
       " 3       广东森宝文化实业有限公司     1000-2000人  https://www.liepin.com/company/13001749/   \n",
       " 4          某国内制药上市公司     2000-5000人                                             \n",
       " 5           某贸易进出口公司          1-49人                                             \n",
       " 6     广州智都投资控股集团有限公司         50-99人  https://www.liepin.com/company/13183547/   \n",
       " 7           某广州互联网公司       100-499人                                             \n",
       " 8           运营商全资子公司       100-499人                                             \n",
       " 9    文峰荟(广州)企业管理有限公司       500-999人  https://www.liepin.com/company/13297665/   \n",
       " 10              致景科技     2000-5000人   https://www.liepin.com/company/8448877/   \n",
       " 11   某国内大型食品/饮料/酒水公司     2000-5000人                                             \n",
       " 12              丹霄技术       100-499人   https://www.liepin.com/company/9886227/   \n",
       " 13          某广州互联网公司                                                            \n",
       " 14            恒鼎文化传媒          1-49人  https://www.liepin.com/company/13393455/   \n",
       " 15     某广州大型专业技术服务公司       500-999人                                             \n",
       " 16              高重科技       100-499人   https://www.liepin.com/company/9368549/   \n",
       " 17         某广州IT服务公司       100-499人                                             \n",
       " 18         某广州IT服务公司       100-499人                                             \n",
       " 19              凯普生物     2000-5000人   https://www.liepin.com/company/8086509/   \n",
       " 20   某国内大型食品/饮料/酒水公司     2000-5000人                                             \n",
       " 21         某广州IT服务公司       100-499人                                             \n",
       " 22          知名港资快消集团     2000-5000人                                             \n",
       " 23               一品红       500-999人   https://www.liepin.com/company/8788514/   \n",
       " 24              恒赢智航    5000-10000人   https://www.liepin.com/company/9600943/   \n",
       " 25         某广州IT服务公司       100-499人                                             \n",
       " 26      某广州计算机软件上市公司    5000-10000人                                             \n",
       " 27     某大型基金/证券/期货公司     2000-5000人                                             \n",
       " 28              视源股份    5000-10000人   https://www.liepin.com/company/7854025/   \n",
       " 29        广州银行股份有限公司    5000-10000人   https://www.liepin.com/company/6017109/   \n",
       " 30        某大型知名互联网公司     1000-2000人                                             \n",
       " 31  某深圳电子/半导体/集成电路公司                                                            \n",
       " 32         某宁波电子商务公司       100-499人                                             \n",
       " 33              汤臣倍健     2000-5000人   https://www.liepin.com/company/8080810/   \n",
       " 34         某广州知名上市公司    5000-10000人                                             \n",
       " 35      建信金融科技有限责任公司    5000-10000人   https://www.liepin.com/company/9749905/   \n",
       " 36             某安防公司       100-499人                                             \n",
       " 37           某国内制药公司       100-499人                                             \n",
       " 38              越亮传奇       500-999人   https://www.liepin.com/company/1327734/   \n",
       " 39             泰容亿科技                 https://www.liepin.com/company/13450471/   \n",
       " \n",
       "    job.pcOuterLink job.h5OuterLink  comp.compId  \n",
       " 0              NaN             NaN          NaN  \n",
       " 1                                     9510141.0  \n",
       " 2                                    12846035.0  \n",
       " 3                                    13001749.0  \n",
       " 4              NaN             NaN          NaN  \n",
       " 5              NaN             NaN          NaN  \n",
       " 6                                    13183547.0  \n",
       " 7              NaN             NaN          NaN  \n",
       " 8              NaN             NaN          NaN  \n",
       " 9                                    13297665.0  \n",
       " 10                                    8448877.0  \n",
       " 11             NaN             NaN          NaN  \n",
       " 12                                    9886227.0  \n",
       " 13             NaN             NaN          NaN  \n",
       " 14                                   13393455.0  \n",
       " 15             NaN             NaN          NaN  \n",
       " 16                                    9368549.0  \n",
       " 17             NaN             NaN          NaN  \n",
       " 18             NaN             NaN          NaN  \n",
       " 19                                    8086509.0  \n",
       " 20             NaN             NaN          NaN  \n",
       " 21             NaN             NaN          NaN  \n",
       " 22             NaN             NaN          NaN  \n",
       " 23                                    8788514.0  \n",
       " 24                                    9600943.0  \n",
       " 25             NaN             NaN          NaN  \n",
       " 26             NaN             NaN          NaN  \n",
       " 27             NaN             NaN          NaN  \n",
       " 28                                    7854025.0  \n",
       " 29                                    6017109.0  \n",
       " 30             NaN             NaN          NaN  \n",
       " 31             NaN             NaN          NaN  \n",
       " 32             NaN             NaN          NaN  \n",
       " 33                                    8080810.0  \n",
       " 34             NaN             NaN          NaN  \n",
       " 35                                    9749905.0  \n",
       " 36             NaN             NaN          NaN  \n",
       " 37             NaN             NaN          NaN  \n",
       " 38                                    1327734.0  \n",
       " 39                                   13450471.0  \n",
       " \n",
       " [40 rows x 31 columns]]"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_df"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b8dc5d3d",
   "metadata": {},
   "source": [
    "### 数据分析\n",
    "#### 1.职位分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "1db148c8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "21"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(response_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "7d8b3f1d",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>job.pcOuterLink</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>comp.compId</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>医药产品经理</th>\n",
       "      <td>{\"recruiterName\":\"王女士\",\"jobId\":\"45288093\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>45288093</td>\n",
       "      <td>False</td>\n",
       "      <td>20230413192613</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>63fc55f5f6f3654cff90476303u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>医药流通</td>\n",
       "      <td>某北京医药流通公司</td>\n",
       "      <td></td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理-肿瘤</th>\n",
       "      <td>{\"recruiterName\":\"孟女士\",\"jobId\":\"56161375\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>56161375</td>\n",
       "      <td>False</td>\n",
       "      <td>20230216103639</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfea0c574719d2aa34c074f03a.png</td>\n",
       "      <td>制药</td>\n",
       "      <td>李氏大药厂(香港)有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9510141/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9510141.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>潮玩盲盒产品经理</th>\n",
       "      <td>{\"recruiterName\":\"朱女士\",\"jobId\":\"44235539\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>44235539</td>\n",
       "      <td>False</td>\n",
       "      <td>20230307150921</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>北京妙趣盒生文化传播有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12846035/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>12846035.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理</th>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"52471955\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>52471955</td>\n",
       "      <td>False</td>\n",
       "      <td>20230411141336</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61a5bb22f96ca95918aa2e9206u.png</td>\n",
       "      <td>工艺品</td>\n",
       "      <td>广东森宝文化实业有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13001749/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13001749.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>电商产品经理</th>\n",
       "      <td>{\"recruiterName\":\"汪女士\",\"jobId\":\"44884553\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>44884553</td>\n",
       "      <td>False</td>\n",
       "      <td>20230330145539</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>6239435dbf25ff5ff20a8e5605u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>某国内制药上市公司</td>\n",
       "      <td></td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理-安全方向（广州）(J11694)</th>\n",
       "      <td>{\"recruiterName\":\"谭女士\",\"imId\":\"2879a93a141a991...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...</td>\n",
       "      <td>[安全产品, 需求管理, 团队管理, 产品设计]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>55763181</td>\n",
       "      <td>False</td>\n",
       "      <td>20230421140848</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>62d900a5068a783307d8850402u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>建信金融科技有限责任公司</td>\n",
       "      <td>https://www.liepin.com/company/9749905/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>9749905.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理</th>\n",
       "      <td>{\"recruiterName\":\"黎先生\",\"imId\":\"a75b25f528b3073...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>43066789</td>\n",
       "      <td>False</td>\n",
       "      <td>20230404181136</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5fc838b87d6477448762618c01u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>智能安防</td>\n",
       "      <td>某安防公司</td>\n",
       "      <td></td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理</th>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"imId\":\"0168b7090abcfb8...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>43773655</td>\n",
       "      <td>False</td>\n",
       "      <td>20230412133907</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>制药</td>\n",
       "      <td>某国内制药公司</td>\n",
       "      <td></td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>物联网产品经理</th>\n",
       "      <td>{\"recruiterName\":\"赵女士\",\"imId\":\"3b37f6bb027ba58...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...</td>\n",
       "      <td>[计算机软件]</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57777369</td>\n",
       "      <td>False</td>\n",
       "      <td>20230413135515</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>54d1e761712e7147fd8062c902c.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9c5774719df0ac9a31bc03a.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>越亮传奇</td>\n",
       "      <td>https://www.liepin.com/company/1327734/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1327734.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>照明产品经理</th>\n",
       "      <td>{\"recruiterName\":\"谭先生\",\"imId\":\"74319f538e9a626...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...</td>\n",
       "      <td>[竞品分析, 战略规划咨询, 消费者研究]</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>57209449</td>\n",
       "      <td>False</td>\n",
       "      <td>20230322183423</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=19&amp;...</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6407f5d3a62c5e5a8dcc4aeb06u.png</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>泰容亿科技</td>\n",
       "      <td>https://www.liepin.com/company/13450471/</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>13450471.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>840 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                              dataParams  \\\n",
       "job.title                                                                  \n",
       "医药产品经理                 {\"recruiterName\":\"王女士\",\"jobId\":\"45288093\",\"imI...   \n",
       "产品经理-肿瘤                {\"recruiterName\":\"孟女士\",\"jobId\":\"56161375\",\"imI...   \n",
       "潮玩盲盒产品经理               {\"recruiterName\":\"朱女士\",\"jobId\":\"44235539\",\"imI...   \n",
       "产品经理                   {\"recruiterName\":\"陈女士\",\"jobId\":\"52471955\",\"imI...   \n",
       "电商产品经理                 {\"recruiterName\":\"汪女士\",\"jobId\":\"44884553\",\"imI...   \n",
       "...                                                                  ...   \n",
       "产品经理-安全方向（广州）(J11694)  {\"recruiterName\":\"谭女士\",\"imId\":\"2879a93a141a991...   \n",
       "产品经理                   {\"recruiterName\":\"黎先生\",\"imId\":\"a75b25f528b3073...   \n",
       "产品经理                   {\"recruiterName\":\"李女士\",\"imId\":\"0168b7090abcfb8...   \n",
       "物联网产品经理                {\"recruiterName\":\"赵女士\",\"imId\":\"3b37f6bb027ba58...   \n",
       "照明产品经理                 {\"recruiterName\":\"谭先生\",\"imId\":\"74319f538e9a626...   \n",
       "\n",
       "                                                                dataInfo  \\\n",
       "job.title                                                                  \n",
       "医药产品经理                 %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "产品经理-肿瘤                %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "潮玩盲盒产品经理               %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "产品经理                   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "电商产品经理                 %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "...                                                                  ...   \n",
       "产品经理-安全方向（广州）(J11694)  %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       "产品经理                   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       "产品经理                   %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       "物联网产品经理                %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       "照明产品经理                 %7B%22d_curPage%22%3A%2219%22%2C%22d_pageSize%...   \n",
       "\n",
       "                                                             job.labels  \\\n",
       "job.title                                                                 \n",
       "医药产品经理                                                               []   \n",
       "产品经理-肿瘤                                                              []   \n",
       "潮玩盲盒产品经理                                                         [数据分析]   \n",
       "产品经理                   [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]   \n",
       "电商产品经理                                                               []   \n",
       "...                                                                 ...   \n",
       "产品经理-安全方向（广州）(J11694)                          [安全产品, 需求管理, 团队管理, 产品设计]   \n",
       "产品经理                                                                 []   \n",
       "产品经理                                                                 []   \n",
       "物联网产品经理                                                         [计算机软件]   \n",
       "照明产品经理                                            [竞品分析, 战略规划咨询, 消费者研究]   \n",
       "\n",
       "                       job.salary  job.dq job.jobId  job.topJob  \\\n",
       "job.title                                                         \n",
       "医药产品经理                     15-20k  广州-天河区  45288093       False   \n",
       "产品经理-肿瘤                    20-35k  广州-荔湾区  56161375       False   \n",
       "潮玩盲盒产品经理                   10-15k  广州-海珠区  44235539       False   \n",
       "产品经理                       10-15k  广州-海珠区  52471955       False   \n",
       "电商产品经理                     25-35k      广州  44884553       False   \n",
       "...                           ...     ...       ...         ...   \n",
       "产品经理-安全方向（广州）(J11694)      15-25k  广州-天河区  55763181       False   \n",
       "产品经理                       15-30k      广州  43066789       False   \n",
       "产品经理                       15-30k  广州-天河区  43773655       False   \n",
       "物联网产品经理                    12-20k  广州-天河区  57777369       False   \n",
       "照明产品经理                 20-25k·13薪  广州-白云区  57209449       False   \n",
       "\n",
       "                      job.refreshTime  \\\n",
       "job.title                               \n",
       "医药产品经理                 20230413192613   \n",
       "产品经理-肿瘤                20230216103639   \n",
       "潮玩盲盒产品经理               20230307150921   \n",
       "产品经理                   20230411141336   \n",
       "电商产品经理                 20230330145539   \n",
       "...                               ...   \n",
       "产品经理-安全方向（广州）(J11694)  20230421140848   \n",
       "产品经理                   20230404181136   \n",
       "产品经理                   20230412133907   \n",
       "物联网产品经理                20230413135515   \n",
       "照明产品经理                 20230322183423   \n",
       "\n",
       "                                                          job.dataPromId  \\\n",
       "job.title                                                                  \n",
       "医药产品经理                 d_sfrom=search_prime&d_ckId=null&d_curPage=19&...   \n",
       "产品经理-肿瘤                d_sfrom=search_prime&d_ckId=null&d_curPage=19&...   \n",
       "潮玩盲盒产品经理               d_sfrom=search_prime&d_ckId=null&d_curPage=19&...   \n",
       "产品经理                   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...   \n",
       "电商产品经理                 d_sfrom=search_prime&d_ckId=null&d_curPage=19&...   \n",
       "...                                                                  ...   \n",
       "产品经理-安全方向（广州）(J11694)  d_sfrom=search_prime&d_ckId=null&d_curPage=19&...   \n",
       "产品经理                   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...   \n",
       "产品经理                   d_sfrom=search_prime&d_ckId=null&d_curPage=19&...   \n",
       "物联网产品经理                d_sfrom=search_prime&d_ckId=null&d_curPage=19&...   \n",
       "照明产品经理                 d_sfrom=search_prime&d_ckId=null&d_curPage=19&...   \n",
       "\n",
       "                       job.advViewFlag  ...         recruiter.recruiterPhoto  \\\n",
       "job.title                               ...                                    \n",
       "医药产品经理                           False  ...  63fc55f5f6f3654cff90476303u.png   \n",
       "产品经理-肿瘤                          False  ...  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "潮玩盲盒产品经理                         False  ...  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "产品经理                             False  ...  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "电商产品经理                           False  ...  6239435dbf25ff5ff20a8e5605u.jpg   \n",
       "...                                ...  ...                              ...   \n",
       "产品经理-安全方向（广州）(J11694)            False  ...  5f8f9865ea60860b75384fa508u.jpg   \n",
       "产品经理                             False  ...  5fc838b87d6477448762618c01u.png   \n",
       "产品经理                             False  ...  5f8fa3bddfb13a7dee343d7608u.png   \n",
       "物联网产品经理                          False  ...  54d1e761712e7147fd8062c902c.jpg   \n",
       "照明产品经理                           False  ...  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "\n",
       "                      comp.compStage                    comp.compLogo  \\\n",
       "job.title                                                               \n",
       "医药产品经理                         融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "产品经理-肿瘤                          NaN  5bfea0c574719d2aa34c074f03a.png   \n",
       "潮玩盲盒产品经理                         NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "产品经理                             NaN  61a5bb22f96ca95918aa2e9206u.png   \n",
       "电商产品经理                           已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       "...                              ...                              ...   \n",
       "产品经理-安全方向（广州）(J11694)            NaN  62d900a5068a783307d8850402u.png   \n",
       "产品经理                           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "产品经理                           融资未公开  60e2fe0bf3df194a3c48adb502u.png   \n",
       "物联网产品经理                          NaN  5bfe9c5774719df0ac9a31bc03a.png   \n",
       "照明产品经理                           NaN  6407f5d3a62c5e5a8dcc4aeb06u.png   \n",
       "\n",
       "                      comp.compIndustry   comp.compName  \\\n",
       "job.title                                                 \n",
       "医药产品经理                             医药流通       某北京医药流通公司   \n",
       "产品经理-肿瘤                              制药   李氏大药厂(香港)有限公司   \n",
       "潮玩盲盒产品经理                            NaN  北京妙趣盒生文化传播有限公司   \n",
       "产品经理                                工艺品    广东森宝文化实业有限公司   \n",
       "电商产品经理                         食品/饮料/酒水       某国内制药上市公司   \n",
       "...                                 ...             ...   \n",
       "产品经理-安全方向（广州）(J11694)             计算机软件    建信金融科技有限责任公司   \n",
       "产品经理                               智能安防           某安防公司   \n",
       "产品经理                                 制药         某国内制药公司   \n",
       "物联网产品经理                             互联网            越亮传奇   \n",
       "照明产品经理                             电子商务           泰容亿科技   \n",
       "\n",
       "                                                      comp.link  \\\n",
       "job.title                                                         \n",
       "医药产品经理                                                            \n",
       "产品经理-肿瘤                 https://www.liepin.com/company/9510141/   \n",
       "潮玩盲盒产品经理               https://www.liepin.com/company/12846035/   \n",
       "产品经理                   https://www.liepin.com/company/13001749/   \n",
       "电商产品经理                                                            \n",
       "...                                                         ...   \n",
       "产品经理-安全方向（广州）(J11694)   https://www.liepin.com/company/9749905/   \n",
       "产品经理                                                              \n",
       "产品经理                                                              \n",
       "物联网产品经理                 https://www.liepin.com/company/1327734/   \n",
       "照明产品经理                 https://www.liepin.com/company/13450471/   \n",
       "\n",
       "                       comp.compScale job.pcOuterLink job.h5OuterLink  \\\n",
       "job.title                                                               \n",
       "医药产品经理                         50-99人             NaN             NaN   \n",
       "产品经理-肿瘤                      500-999人                                   \n",
       "潮玩盲盒产品经理                       50-99人                                   \n",
       "产品经理                       1000-2000人                                   \n",
       "电商产品经理                     2000-5000人             NaN             NaN   \n",
       "...                               ...             ...             ...   \n",
       "产品经理-安全方向（广州）(J11694)     5000-10000人                                   \n",
       "产品经理                         100-499人             NaN             NaN   \n",
       "产品经理                         100-499人             NaN             NaN   \n",
       "物联网产品经理                      500-999人                                   \n",
       "照明产品经理                                                                  \n",
       "\n",
       "                      comp.compId  \n",
       "job.title                          \n",
       "医药产品经理                        NaN  \n",
       "产品经理-肿瘤                 9510141.0  \n",
       "潮玩盲盒产品经理               12846035.0  \n",
       "产品经理                   13001749.0  \n",
       "电商产品经理                        NaN  \n",
       "...                           ...  \n",
       "产品经理-安全方向（广州）(J11694)   9749905.0  \n",
       "产品经理                          NaN  \n",
       "产品经理                          NaN  \n",
       "物联网产品经理                 1327734.0  \n",
       "照明产品经理                 13450471.0  \n",
       "\n",
       "[840 rows x 30 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理 = pd.concat(response_df).set_index('job.title')\n",
    "df_产品经理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "1a4781eb",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>医药产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>医药流通</td>\n",
       "      <td>某北京医药流通公司</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>产品经理-肿瘤</td>\n",
       "      <td>[]</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>制药</td>\n",
       "      <td>李氏大药厂(香港)有限公司</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>潮玩盲盒产品经理</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>大专</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>NaN</td>\n",
       "      <td>北京妙趣盒生文化传播有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>本科</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>工艺品</td>\n",
       "      <td>广东森宝文化实业有限公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>电商产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>某国内制药上市公司</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>835</th>\n",
       "      <td>产品经理-安全方向（广州）(J11694)</td>\n",
       "      <td>[安全产品, 需求管理, 团队管理, 产品设计]</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>建信金融科技有限责任公司</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>836</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>智能安防</td>\n",
       "      <td>某安防公司</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>837</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>[]</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>制药</td>\n",
       "      <td>某国内制药公司</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>838</th>\n",
       "      <td>物联网产品经理</td>\n",
       "      <td>[计算机软件]</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>互联网</td>\n",
       "      <td>越亮传奇</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>照明产品经理</td>\n",
       "      <td>[竞品分析, 战略规划咨询, 消费者研究]</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>泰容亿科技</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>840 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 job.title                                        job.labels  \\\n",
       "0                   医药产品经理                                                []   \n",
       "1                  产品经理-肿瘤                                                []   \n",
       "2                 潮玩盲盒产品经理                                            [数据分析]   \n",
       "3                     产品经理  [社交产品, 工具产品, 平台产品, 社交网络, 产品设计, 流程设计, 产品规划, 团队管理]   \n",
       "4                   电商产品经理                                                []   \n",
       "..                     ...                                               ...   \n",
       "835  产品经理-安全方向（广州）(J11694)                          [安全产品, 需求管理, 团队管理, 产品设计]   \n",
       "836                   产品经理                                                []   \n",
       "837                   产品经理                                                []   \n",
       "838                物联网产品经理                                           [计算机软件]   \n",
       "839                 照明产品经理                             [竞品分析, 战略规划咨询, 消费者研究]   \n",
       "\n",
       "     job.salary  job.dq job.requireEduLevel job.requireWorkYears  \\\n",
       "0        15-20k  广州-天河区                统招本科                 3-5年   \n",
       "1        20-35k  广州-荔湾区                  本科                 3-5年   \n",
       "2        10-15k  广州-海珠区                  大专                 一年以下   \n",
       "3        10-15k  广州-海珠区                  本科                 1-3年   \n",
       "4        25-35k      广州               本科及以上                 3-5年   \n",
       "..          ...     ...                 ...                  ...   \n",
       "835      15-25k  广州-天河区                  本科                 3-5年   \n",
       "836      15-30k      广州               本科及以上                 3-5年   \n",
       "837      15-30k  广州-天河区                统招本科                5-10年   \n",
       "838      12-20k  广州-天河区                统招本科                 3-5年   \n",
       "839  20-25k·13薪  广州-白云区                  本科                 3-5年   \n",
       "\n",
       "    comp.compIndustry   comp.compName comp.compScale  \n",
       "0                医药流通       某北京医药流通公司         50-99人  \n",
       "1                  制药   李氏大药厂(香港)有限公司       500-999人  \n",
       "2                 NaN  北京妙趣盒生文化传播有限公司         50-99人  \n",
       "3                 工艺品    广东森宝文化实业有限公司     1000-2000人  \n",
       "4            食品/饮料/酒水       某国内制药上市公司     2000-5000人  \n",
       "..                ...             ...            ...  \n",
       "835             计算机软件    建信金融科技有限责任公司    5000-10000人  \n",
       "836              智能安防           某安防公司       100-499人  \n",
       "837                制药         某国内制药公司       100-499人  \n",
       "838               互联网            越亮传奇       500-999人  \n",
       "839              电子商务           泰容亿科技                 \n",
       "\n",
       "[840 rows x 9 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州 = df_产品经理[['job.labels','job.salary','job.dq','job.requireEduLevel','job.requireWorkYears','comp.compIndustry','comp.compName','comp.compScale']].reset_index()\n",
    "df_产品经理_广州"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "e7da40ac",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                            231\n",
       "高级产品经理                           63\n",
       "产品经理（商品中心）                       42\n",
       "产品经理（数据方向）                       21\n",
       "垂直电商产品经理                         21\n",
       "文创产品经理/主管                        21\n",
       "品质PM                             21\n",
       "海外软件产品经理                         21\n",
       "产品经理-安全方向（广州）(J11694)            21\n",
       "物联网产品经理                          21\n",
       "AI应用产品经理                         21\n",
       "产品经理（支付）(J11223)                 21\n",
       "产品经理岗                            21\n",
       "AI应用产品经理（推荐、预测类，实操算法、应用场景设计）     21\n",
       "广花融资担保公司（筹）产品经理                  21\n",
       "产品经理(J11093)                     21\n",
       "B端供应链产品经理                        21\n",
       "数据产品经理（中台）                       21\n",
       "电商产品经理                           21\n",
       "医药产品经理                           21\n",
       "产品经理-肿瘤                          21\n",
       "民航产品经理                           21\n",
       "AI应用产品经理                         21\n",
       "MES产品经理                          21\n",
       "照明产品经理                           21\n",
       "产品经理（预售，员工分销）-国企正编               21\n",
       "潮玩盲盒产品经理                         21\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3e2a10d7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "b94d3de3",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_职位' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-38-3c6349580378>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf_职位\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mdf_职位\u001b[0m\u001b[1;33m>\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'df_职位' is not defined"
     ]
    }
   ],
   "source": [
    "df_职位[df_职位>2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4e91e5b6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
